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    "# 微软Azure体验\n",
    "\n",
    "* 本周主要内容：API文档阅读介绍及计算机视觉入门（认知服务）\n",
    "* 20春_API_人工智能与机器学习_week02\n",
    "*  电子讲义设计者：许智超，廖汉腾\n",
    "<br/>\n",
    "<br/>\n",
    "\n",
    "----\n",
    "![azure_cognitive-services](azure_cognitive-services.png)\n",
    "\n",
    "## Azure 认知服务是什么？\n",
    "认知服务使每个开发人员无需具备机器学习的专业知识就能接触到 AI。\n",
    "只需要一个 API 调用，就可以将看、听、说、搜索、理解和加速决策的能力嵌入到应用中。\n",
    "\n",
    "* 了解客户如何应用认知服务（了解目前使用场景，并回答你还知道哪些认知服务的内容的案例）\n",
    "\n",
    "    * 1、(金融业)KPMG 可帮助金融机构节约数百万美元的合规费用\n",
    "        * KPMG 使用认知服务来转录和编录数千个小时的呼叫，降低其客户的符合性成本最多可达 80%。  \n",
    "  ![KPMG](KPMG.png)\n",
    "  \n",
    "    -------\n",
    "    * 2、(汽车行业)大众汽车通过实时翻译与全球客户互动 \n",
    "        * 大众汽车使用认知服务进行高质量的实时翻译，使公司能够更好地与全球客户群合作。\n",
    "    ![Volks](Volks.png)\n",
    "    \n",
    "    -------\n",
    "    * 3、(打车应用)Uber 通过面部识别提高平台安全性\n",
    "        * Uber 使用认知服务来防止欺诈，帮助确保使用该应用的司机与档案中的账户匹配。\n",
    "    ![Uber](Uber.png)  \n",
    "    \n",
    "    -------\n",
    "    * 4、(工业)矿山运营商通过应用自定义计算机影像功能提升可持续性\n",
    "        * Minsur 利用认知服务更密切地监测其将污染水转化为农业资源的过程的可持续性。\n",
    "     ![Minsur](Minsur.png)\n",
    "     \n",
    "    -------\n",
    "    * 5、(政府)西雅图反奴隶贸易组织通过云端大规模打击人口贩卖和拯救生命\n",
    "        * 这个非营利组织利用认知服务，帮助志趣相投的组织与人口贩运受害者建立联系，致力于消除剥削，拯救生命。\n",
    "    \n",
    "\n",
    "微软Azure API 目录：[认知服务目录](https://azure.microsoft.com/zh-cn/services/cognitive-services/) 或登入之后找 AI + Machine Learning\n",
    "\n",
    "<br/>\n",
    "<br/>\n",
    "\n",
    "\n",
    "## 复习\n",
    "\n",
    "* 上周主要内容： \n",
    "    * 1、API文档\n",
    "    * 2、认知服务-人脸识别\n",
    "    * 3、pandas黑魔法（json_normalize）\n",
    "-----\n",
    "* 提问、检查与扩展：\n",
    "    * 1、上周的Azure face API随机检查2位同学，对于API文档是否有能力详细阅读？\n",
    "    * 2、抽查2位同学，对于获取的数据用途有何思考？是否尝试其他平台（XXX API、XXX API）\n",
    "    * 3、我们尝试抽取了4张图片，包含AB、ABC、BCD、ABCD四个人物特征，检查数据差异\n",
    "\n",
    "\n",
    "<br/>\n",
    "<br/>\n",
    "\n",
    "## 本周内容及学习目标\n",
    "\n",
    "\n",
    "* 1、人脸识别的 API比较 \n",
    "* 2、人脸识别的偏差及API 政治经济学 \n",
    "* 3、学习并完成所有Azure computer version 的API调用（可演示1-2个，剩余作为课堂练习）\n",
    "\n",
    "\n",
    "## 学生权限\n",
    "\n",
    "* [访问学生权益](https://azure.microsoft.com/zh-cn/education/)\n",
    "![student_edu](student_edu.png)"
   ]
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       "<style>\n",
       "/* 本电子讲义使用之CSS */\n",
       "div.code_cell {\n",
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       "    background-color: #C4E4ff;   \n",
       "    padding: 2px 25px;\n",
       "}\n",
       ".rendered_html pre {\n",
       "    background-color: #99c9ff;\n",
       "}\n",
       "div.code_cell .CodeMirror {\n",
       "    font-size: 2rem !important;\n",
       "    line-height: 2.4rem !important;\n",
       "}\n",
       ".rendered_html img, .rendered_html svg {\n",
       "    max-width: 50%;\n",
       "    height: auto;\n",
       "    float: center;\n",
       "}\n",
       "/* Gradient transparent - color - transparent */\n",
       "hr {\n",
       "    border: 0;\n",
       "    border-bottom: 1px dashed #ccc;\n",
       "}\n",
       ".emoticon{\n",
       "    font-size: 5rem;\n",
       "    line-height: 4.4rem;\n",
       "    text-align: center;\n",
       "    vertical-align: middle;\n",
       "}\n",
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    "%%html\n",
    "<style>\n",
    "/* 本电子讲义使用之CSS */\n",
    "div.code_cell {\n",
    "    background-color: #e5f1fe;\n",
    "}\n",
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    "    background-color: #effee2;\n",
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    "    line-height: 2.4rem;\n",
    "}\n",
    "div.cell.selected .rendered_html table {\n",
    "    font-size: 2rem !important;\n",
    "    line-height: 2.4rem !important;\n",
    "}\n",
    ".rendered_html pre code {\n",
    "    background-color: #C4E4ff;   \n",
    "    padding: 2px 25px;\n",
    "}\n",
    ".rendered_html pre {\n",
    "    background-color: #99c9ff;\n",
    "}\n",
    "div.code_cell .CodeMirror {\n",
    "    font-size: 2rem !important;\n",
    "    line-height: 2.4rem !important;\n",
    "}\n",
    ".rendered_html img, .rendered_html svg {\n",
    "    max-width: 50%;\n",
    "    height: auto;\n",
    "    float: center;\n",
    "}\n",
    "/* Gradient transparent - color - transparent */\n",
    "hr {\n",
    "    border: 0;\n",
    "    border-bottom: 1px dashed #ccc;\n",
    "}\n",
    ".emoticon{\n",
    "    font-size: 5rem;\n",
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    "\n",
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   "metadata": {},
   "source": [
    "# 回顾人脸（人脸识别数据扩展）\n",
    "\n",
    "* 我们先回顾上节课的基本内容，并获取到图片的基本数据，学会使用  [jsonviewer.stack.hu(json转换检查数据)](http://jsonviewer.stack.hu)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 快速回顾上节：面部检测（易）\n",
    "\n",
    "* Azure face API 面部检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
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       "'[{\"faceId\": \"117c7959-4749-4edc-a730-8b02c0601d30\", \"faceRectangle\": {\"top\": 118, \"left\": 144, \"width\": 88, \"height\": 88}, \"faceAttributes\": {\"smile\": 0.813, \"headPose\": {\"pitch\": -3.4, \"roll\": 1.4, \"yaw\": 9.4}, \"gender\": \"male\", \"age\": 18.0, \"facialHair\": {\"moustache\": 0.1, \"beard\": 0.1, \"sideburns\": 0.1}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.003, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.813, \"neutral\": 0.184, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.21}, \"exposure\": {\"exposureLevel\": \"overExposure\", \"value\": 0.81}, \"noise\": {\"noiseLevel\": \"low\", \"value\": 0.01}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.18, \"invisible\": false, \"hairColor\": [{\"color\": \"brown\", \"confidence\": 0.95}, {\"color\": \"black\", \"confidence\": 0.93}, {\"color\": \"other\", \"confidence\": 0.23}, {\"color\": \"blond\", \"confidence\": 0.23}, {\"color\": \"gray\", \"confidence\": 0.21}, {\"color\": \"red\", \"confidence\": 0.15}]}}}, {\"faceId\": \"6bed9231-c27b-4f46-be23-6f298235f525\", \"faceRectangle\": {\"top\": 117, \"left\": 376, \"width\": 64, \"height\": 64}, \"faceAttributes\": {\"smile\": 0.456, \"headPose\": {\"pitch\": -1.1, \"roll\": -0.2, \"yaw\": 6.6}, \"gender\": \"female\", \"age\": 20.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.001, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.456, \"neutral\": 0.542, \"sadness\": 0.001, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.16}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.58}, \"noise\": {\"noiseLevel\": \"low\", \"value\": 0.01}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.08, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"other\", \"confidence\": 0.63}, {\"color\": \"brown\", \"confidence\": 0.46}, {\"color\": \"gray\", \"confidence\": 0.39}, {\"color\": \"blond\", \"confidence\": 0.03}, {\"color\": \"red\", \"confidence\": 0.01}]}}}, {\"faceId\": \"8693aea4-c385-499a-89e2-2d19a0c30a23\", \"faceRectangle\": {\"top\": 41, \"left\": 676, \"width\": 52, \"height\": 52}, \"faceAttributes\": {\"smile\": 1.0, \"headPose\": {\"pitch\": 3.0, \"roll\": -1.3, \"yaw\": -0.6}, \"gender\": \"male\", \"age\": 23.0, \"facialHair\": {\"moustache\": 0.1, \"beard\": 0.1, \"sideburns\": 0.1}, \"glasses\": \"ReadingGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 1.0, \"neutral\": 0.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.66}, \"noise\": {\"noiseLevel\": \"low\", \"value\": 0.07}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [{\"type\": \"glasses\", \"confidence\": 1.0}], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.06, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 0.98}, {\"color\": \"brown\", \"confidence\": 0.96}, {\"color\": \"other\", \"confidence\": 0.22}, {\"color\": \"gray\", \"confidence\": 0.21}, {\"color\": \"red\", \"confidence\": 0.09}, {\"color\": \"blond\", \"confidence\": 0.08}]}}}, {\"faceId\": \"de8d7f6a-6b67-4a66-bc7c-ae6de435b612\", \"faceRectangle\": {\"top\": 69, \"left\": 445, \"width\": 52, \"height\": 52}, \"faceAttributes\": {\"smile\": 1.0, \"headPose\": {\"pitch\": 0.2, \"roll\": 2.6, \"yaw\": 1.5}, \"gender\": \"female\", \"age\": 21.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 1.0, \"neutral\": 0.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.0}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.56}, \"noise\": {\"noiseLevel\": \"medium\", \"value\": 0.33}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.11, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"brown\", \"confidence\": 0.81}, {\"color\": \"other\", \"confidence\": 0.41}, {\"color\": \"gray\", \"confidence\": 0.37}, {\"color\": \"blond\", \"confidence\": 0.03}, {\"color\": \"red\", \"confidence\": 0.02}]}}}, {\"faceId\": \"2bffa3fd-ecf6-4dcc-8686-23301e0508b6\", \"faceRectangle\": {\"top\": 95, \"left\": 238, \"width\": 51, \"height\": 51}, \"faceAttributes\": {\"smile\": 0.981, \"headPose\": {\"pitch\": 7.2, \"roll\": 1.2, \"yaw\": 2.6}, \"gender\": \"female\", \"age\": 17.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"ReadingGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.981, \"neutral\": 0.019, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.07}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.69}, \"noise\": {\"noiseLevel\": \"medium\", \"value\": 0.48}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [{\"type\": \"glasses\", \"confidence\": 1.0}], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.11, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 0.98}, {\"color\": \"brown\", \"confidence\": 0.86}, {\"color\": \"other\", \"confidence\": 0.4}, {\"color\": \"gray\", \"confidence\": 0.36}, {\"color\": \"blond\", \"confidence\": 0.09}, {\"color\": \"red\", \"confidence\": 0.08}]}}}, {\"faceId\": \"b5a606b9-82dd-40b0-9180-cc7c36b0d575\", \"faceRectangle\": {\"top\": 94, \"left\": 540, \"width\": 48, \"height\": 48}, \"faceAttributes\": {\"smile\": 1.0, \"headPose\": {\"pitch\": -7.7, \"roll\": 5.0, \"yaw\": 6.9}, \"gender\": \"female\", \"age\": 19.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 1.0, \"neutral\": 0.0, \"sadness\": 0.0, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.08}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.65}, \"noise\": {\"noiseLevel\": \"low\", \"value\": 0.08}, \"makeup\": {\"eyeMakeup\": false, \"lipMakeup\": false}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.1, \"invisible\": false, \"hairColor\": [{\"color\": \"black\", \"confidence\": 1.0}, {\"color\": \"brown\", \"confidence\": 0.88}, {\"color\": \"other\", \"confidence\": 0.35}, {\"color\": \"gray\", \"confidence\": 0.33}, {\"color\": \"blond\", \"confidence\": 0.05}, {\"color\": \"red\", \"confidence\": 0.04}]}}}]'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "# set to your own subscription key value\n",
    "subscription_key = \"aae352f75f71488983b4031443382905\"\n",
    "assert subscription_key\n",
    "\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://westcentralus.api.cognitive.microsoft.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文\n",
    "image_url = 'http://newmedia.nfu.edu.cn/wcy/wp-content/uploads/2018/04/post_20180424__NFU_DoraHacks_imoji%E5%9B%A2%E9%98%9F.jpg'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': 'age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->字符串\n",
    "json.dumps(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'faceId': '117c7959-4749-4edc-a730-8b02c0601d30',\n",
       "  'faceRectangle': {'top': 118, 'left': 144, 'width': 88, 'height': 88},\n",
       "  'faceAttributes': {'smile': 0.813,\n",
       "   'headPose': {'pitch': -3.4, 'roll': 1.4, 'yaw': 9.4},\n",
       "   'gender': 'male',\n",
       "   'age': 18.0,\n",
       "   'facialHair': {'moustache': 0.1, 'beard': 0.1, 'sideburns': 0.1},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.003,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.813,\n",
       "    'neutral': 0.184,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.21},\n",
       "   'exposure': {'exposureLevel': 'overExposure', 'value': 0.81},\n",
       "   'noise': {'noiseLevel': 'low', 'value': 0.01},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.18,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'brown', 'confidence': 0.95},\n",
       "     {'color': 'black', 'confidence': 0.93},\n",
       "     {'color': 'other', 'confidence': 0.23},\n",
       "     {'color': 'blond', 'confidence': 0.23},\n",
       "     {'color': 'gray', 'confidence': 0.21},\n",
       "     {'color': 'red', 'confidence': 0.15}]}}},\n",
       " {'faceId': '6bed9231-c27b-4f46-be23-6f298235f525',\n",
       "  'faceRectangle': {'top': 117, 'left': 376, 'width': 64, 'height': 64},\n",
       "  'faceAttributes': {'smile': 0.456,\n",
       "   'headPose': {'pitch': -1.1, 'roll': -0.2, 'yaw': 6.6},\n",
       "   'gender': 'female',\n",
       "   'age': 20.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.001,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.456,\n",
       "    'neutral': 0.542,\n",
       "    'sadness': 0.001,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.16},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.58},\n",
       "   'noise': {'noiseLevel': 'low', 'value': 0.01},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': True},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.08,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'other', 'confidence': 0.63},\n",
       "     {'color': 'brown', 'confidence': 0.46},\n",
       "     {'color': 'gray', 'confidence': 0.39},\n",
       "     {'color': 'blond', 'confidence': 0.03},\n",
       "     {'color': 'red', 'confidence': 0.01}]}}},\n",
       " {'faceId': '8693aea4-c385-499a-89e2-2d19a0c30a23',\n",
       "  'faceRectangle': {'top': 41, 'left': 676, 'width': 52, 'height': 52},\n",
       "  'faceAttributes': {'smile': 1.0,\n",
       "   'headPose': {'pitch': 3.0, 'roll': -1.3, 'yaw': -0.6},\n",
       "   'gender': 'male',\n",
       "   'age': 23.0,\n",
       "   'facialHair': {'moustache': 0.1, 'beard': 0.1, 'sideburns': 0.1},\n",
       "   'glasses': 'ReadingGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 1.0,\n",
       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.0},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.66},\n",
       "   'noise': {'noiseLevel': 'low', 'value': 0.07},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [{'type': 'glasses', 'confidence': 1.0}],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.06,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 0.98},\n",
       "     {'color': 'brown', 'confidence': 0.96},\n",
       "     {'color': 'other', 'confidence': 0.22},\n",
       "     {'color': 'gray', 'confidence': 0.21},\n",
       "     {'color': 'red', 'confidence': 0.09},\n",
       "     {'color': 'blond', 'confidence': 0.08}]}}},\n",
       " {'faceId': 'de8d7f6a-6b67-4a66-bc7c-ae6de435b612',\n",
       "  'faceRectangle': {'top': 69, 'left': 445, 'width': 52, 'height': 52},\n",
       "  'faceAttributes': {'smile': 1.0,\n",
       "   'headPose': {'pitch': 0.2, 'roll': 2.6, 'yaw': 1.5},\n",
       "   'gender': 'female',\n",
       "   'age': 21.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 1.0,\n",
       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.0},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.56},\n",
       "   'noise': {'noiseLevel': 'medium', 'value': 0.33},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.11,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'brown', 'confidence': 0.81},\n",
       "     {'color': 'other', 'confidence': 0.41},\n",
       "     {'color': 'gray', 'confidence': 0.37},\n",
       "     {'color': 'blond', 'confidence': 0.03},\n",
       "     {'color': 'red', 'confidence': 0.02}]}}},\n",
       " {'faceId': '2bffa3fd-ecf6-4dcc-8686-23301e0508b6',\n",
       "  'faceRectangle': {'top': 95, 'left': 238, 'width': 51, 'height': 51},\n",
       "  'faceAttributes': {'smile': 0.981,\n",
       "   'headPose': {'pitch': 7.2, 'roll': 1.2, 'yaw': 2.6},\n",
       "   'gender': 'female',\n",
       "   'age': 17.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'ReadingGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 0.981,\n",
       "    'neutral': 0.019,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.07},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.69},\n",
       "   'noise': {'noiseLevel': 'medium', 'value': 0.48},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [{'type': 'glasses', 'confidence': 1.0}],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.11,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 0.98},\n",
       "     {'color': 'brown', 'confidence': 0.86},\n",
       "     {'color': 'other', 'confidence': 0.4},\n",
       "     {'color': 'gray', 'confidence': 0.36},\n",
       "     {'color': 'blond', 'confidence': 0.09},\n",
       "     {'color': 'red', 'confidence': 0.08}]}}},\n",
       " {'faceId': 'b5a606b9-82dd-40b0-9180-cc7c36b0d575',\n",
       "  'faceRectangle': {'top': 94, 'left': 540, 'width': 48, 'height': 48},\n",
       "  'faceAttributes': {'smile': 1.0,\n",
       "   'headPose': {'pitch': -7.7, 'roll': 5.0, 'yaw': 6.9},\n",
       "   'gender': 'female',\n",
       "   'age': 19.0,\n",
       "   'facialHair': {'moustache': 0.0, 'beard': 0.0, 'sideburns': 0.0},\n",
       "   'glasses': 'NoGlasses',\n",
       "   'emotion': {'anger': 0.0,\n",
       "    'contempt': 0.0,\n",
       "    'disgust': 0.0,\n",
       "    'fear': 0.0,\n",
       "    'happiness': 1.0,\n",
       "    'neutral': 0.0,\n",
       "    'sadness': 0.0,\n",
       "    'surprise': 0.0},\n",
       "   'blur': {'blurLevel': 'low', 'value': 0.08},\n",
       "   'exposure': {'exposureLevel': 'goodExposure', 'value': 0.65},\n",
       "   'noise': {'noiseLevel': 'low', 'value': 0.08},\n",
       "   'makeup': {'eyeMakeup': False, 'lipMakeup': False},\n",
       "   'accessories': [],\n",
       "   'occlusion': {'foreheadOccluded': False,\n",
       "    'eyeOccluded': False,\n",
       "    'mouthOccluded': False},\n",
       "   'hair': {'bald': 0.1,\n",
       "    'invisible': False,\n",
       "    'hairColor': [{'color': 'black', 'confidence': 1.0},\n",
       "     {'color': 'brown', 'confidence': 0.88},\n",
       "     {'color': 'other', 'confidence': 0.35},\n",
       "     {'color': 'gray', 'confidence': 0.33},\n",
       "     {'color': 'blond', 'confidence': 0.05},\n",
       "     {'color': 'red', 'confidence': 0.04}]}}}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = response.json()\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.json_normalize(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['117c7959-4749-4edc-a730-8b02c0601d30'\n",
      " '6bed9231-c27b-4f46-be23-6f298235f525'\n",
      " '8693aea4-c385-499a-89e2-2d19a0c30a23'\n",
      " 'de8d7f6a-6b67-4a66-bc7c-ae6de435b612'\n",
      " '2bffa3fd-ecf6-4dcc-8686-23301e0508b6'\n",
      " 'b5a606b9-82dd-40b0-9180-cc7c36b0d575']\n"
     ]
    }
   ],
   "source": [
    "print(df[\"faceId\"].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['faceId', 'faceRectangle.top', 'faceRectangle.left',\n",
       "       'faceRectangle.width', 'faceRectangle.height', 'faceAttributes.smile',\n",
       "       'faceAttributes.headPose.pitch', 'faceAttributes.headPose.roll',\n",
       "       'faceAttributes.headPose.yaw', 'faceAttributes.gender',\n",
       "       'faceAttributes.age', 'faceAttributes.facialHair.moustache',\n",
       "       'faceAttributes.facialHair.beard',\n",
       "       'faceAttributes.facialHair.sideburns', 'faceAttributes.glasses',\n",
       "       'faceAttributes.emotion.anger', 'faceAttributes.emotion.contempt',\n",
       "       'faceAttributes.emotion.disgust', 'faceAttributes.emotion.fear',\n",
       "       'faceAttributes.emotion.happiness', 'faceAttributes.emotion.neutral',\n",
       "       'faceAttributes.emotion.sadness', 'faceAttributes.emotion.surprise',\n",
       "       'faceAttributes.blur.blurLevel', 'faceAttributes.blur.value',\n",
       "       'faceAttributes.exposure.exposureLevel',\n",
       "       'faceAttributes.exposure.value', 'faceAttributes.noise.noiseLevel',\n",
       "       'faceAttributes.noise.value', 'faceAttributes.makeup.eyeMakeup',\n",
       "       'faceAttributes.makeup.lipMakeup', 'faceAttributes.accessories',\n",
       "       'faceAttributes.occlusion.foreheadOccluded',\n",
       "       'faceAttributes.occlusion.eyeOccluded',\n",
       "       'faceAttributes.occlusion.mouthOccluded', 'faceAttributes.hair.bald',\n",
       "       'faceAttributes.hair.invisible', 'faceAttributes.hair.hairColor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faceId</th>\n",
       "      <th>faceAttributes.glasses</th>\n",
       "      <th>faceAttributes.emotion.neutral</th>\n",
       "      <th>faceAttributes.age</th>\n",
       "      <th>faceAttributes.gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>117c7959-4749-4edc-a730-8b02c0601d30</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.184</td>\n",
       "      <td>18.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6bed9231-c27b-4f46-be23-6f298235f525</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.542</td>\n",
       "      <td>20.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8693aea4-c385-499a-89e2-2d19a0c30a23</td>\n",
       "      <td>ReadingGlasses</td>\n",
       "      <td>0.000</td>\n",
       "      <td>23.0</td>\n",
       "      <td>male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>de8d7f6a-6b67-4a66-bc7c-ae6de435b612</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.000</td>\n",
       "      <td>21.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2bffa3fd-ecf6-4dcc-8686-23301e0508b6</td>\n",
       "      <td>ReadingGlasses</td>\n",
       "      <td>0.019</td>\n",
       "      <td>17.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>b5a606b9-82dd-40b0-9180-cc7c36b0d575</td>\n",
       "      <td>NoGlasses</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.0</td>\n",
       "      <td>female</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 faceId faceAttributes.glasses  \\\n",
       "0  117c7959-4749-4edc-a730-8b02c0601d30              NoGlasses   \n",
       "1  6bed9231-c27b-4f46-be23-6f298235f525              NoGlasses   \n",
       "2  8693aea4-c385-499a-89e2-2d19a0c30a23         ReadingGlasses   \n",
       "3  de8d7f6a-6b67-4a66-bc7c-ae6de435b612              NoGlasses   \n",
       "4  2bffa3fd-ecf6-4dcc-8686-23301e0508b6         ReadingGlasses   \n",
       "5  b5a606b9-82dd-40b0-9180-cc7c36b0d575              NoGlasses   \n",
       "\n",
       "   faceAttributes.emotion.neutral  faceAttributes.age faceAttributes.gender  \n",
       "0                           0.184                18.0                  male  \n",
       "1                           0.542                20.0                female  \n",
       "2                           0.000                23.0                  male  \n",
       "3                           0.000                21.0                female  \n",
       "4                           0.019                17.0                female  \n",
       "5                           0.000                19.0                female  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可观察其中指数\n",
    "df[['faceId','faceAttributes.glasses','faceAttributes.emotion.neutral','faceAttributes.age','faceAttributes.gender']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 试一试：人脸验证(难)\n",
    "\n",
    "人脸相似度？有没有试下？\n",
    "\n",
    "* API人脸文档中最重要的组成部分：\n",
    "   \n",
    "    * Request URL？\n",
    "    * Http Method？\n",
    "    * 参数？\n",
    "\n",
    "----\n",
    "* 不同的人脸对比数据\n",
    "    * 人脸验证关键数据？\n",
    "    * 根据哪些数据证明是同一个人？\n",
    "    \n",
    "----\n",
    "* 具体步骤：\n",
    "    * 1、Create 请求成功200 返回空字符串\n",
    "    * 2、Add face 请求成功200 返回persistedFaceId\n",
    "    * 3、Detect 准备 被检测人 人脸的id\n",
    "    * 4、Find similars 返回相似置信度\n",
    "    * 附加：get查看facelists\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1、create\n",
    "create_facelists_url = \"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/facelists/{faceListId}\" \n",
    "subscription_key = \"aae352f75f71488983b4031443382905\"\n",
    "assert subscription_key\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "data = {\n",
    "    \"name\": \"list_damntower\",\n",
    "    \"userData\": \"damntower\",\n",
    "    \"recognitionModel\": \"recognition_02\"\n",
    "}\n",
    "params = {\n",
    "    # Request parameters    \n",
    "   \n",
    "    \"faceListId\":\"zzx-week03\"\n",
    "    \n",
    "#     'detectionModel': 'detection_01',\n",
    "}\n",
    "\n",
    "r_create = requests.put(create_facelists_url,headers=headers,params=params,json=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 请求成功，返回空字符串\n",
    "r_create.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b''"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_create.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2、Add face\n",
    "add_face_url =\"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/facelists/{faceListId}/persistedFaces\"\n",
    "subscription_key = \"aae352f75f71488983b4031443382905\"\n",
    "assert subscription_key\n",
    "headers = {\n",
    "    # Request headers\n",
    "    'Content-Type': 'application/json',\n",
    "    'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "}\n",
    "img_url = \"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e266d750adcdc72bb37e1b9_default.jpg\"\n",
    "\n",
    "params_add_face={\n",
    "    \"faceListId\":\"zzx-week03\",\n",
    "    \"userData\":\"喻言\"\n",
    "}\n",
    "\n",
    "r_add_face = requests.post(add_face_url,headers=headers,params=params_add_face,json={\"url\":img_url})\n",
    "# r = requests.post(add_face, headers=headers,params = params,json={\"url\": add_face_image})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 封装成函数方便添加图片\n",
    "def AddFace(img_url=str,userData=str):\n",
    "    add_face_url =\"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/facelists/{faceListId}/persistedFaces\"\n",
    "    subscription_key = \"aae352f75f71488983b4031443382905\"\n",
    "    assert subscription_key\n",
    "    headers = {\n",
    "        # Request headers\n",
    "        'Content-Type': 'application/json',\n",
    "        'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "    }\n",
    "    img_url = img_url\n",
    "\n",
    "    params_add_face={\n",
    "        \"faceListId\":\"zzx-week03\",\n",
    "        \"userData\":userData\n",
    "    }\n",
    "    r_add_face = requests.post(add_face_url,headers=headers,params=params_add_face,json={\"url\":img_url})\n",
    "    return r_add_face.status_code#返回出状态码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 顺便把查看列表的也给封装了\n",
    "# Get facelist\n",
    "def GetFacelist():\n",
    "    get_facelist_url = \"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/facelists/{faceListId}\"\n",
    "    data = {\n",
    "        \"faceListId\":\"zzx-week03\",\n",
    "    }\n",
    "    r_get_facelist = requests.get(get_facelist_url,headers=headers,params=data)\n",
    "    return r_get_facelist.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'persistedFaces': [{'persistedFaceId': 'dd9b7113-57c2-4451-88d0-43dc888d8a5e',\n",
       "   'userData': None},\n",
       "  {'persistedFaceId': '2a359c3e-bc33-48d9-b36c-6125f98460a5',\n",
       "   'userData': '喻言'},\n",
       "  {'persistedFaceId': '4353da58-5f8f-493e-b202-5929c69c2116',\n",
       "   'userData': '喻言'},\n",
       "  {'persistedFaceId': 'e9741896-d8d5-4a16-95be-36a4a0c8c3aa',\n",
       "   'userData': '曾可妮'},\n",
       "  {'persistedFaceId': '9b761f60-69d1-434c-9819-ee9acff0a38e',\n",
       "   'userData': '曾可妮'},\n",
       "  {'persistedFaceId': '205331b5-b524-48b8-a397-5ca1573eac47',\n",
       "   'userData': '魏辰'},\n",
       "  {'persistedFaceId': '49c14622-d22d-4231-abd7-34adf8808dd4',\n",
       "   'userData': '安崎'},\n",
       "  {'persistedFaceId': 'a3eec637-f6dc-4e65-9175-3ed334d964b0',\n",
       "   'userData': '蔡卓宜'},\n",
       "  {'persistedFaceId': '25425359-3339-4eaa-badf-33078fb5275c',\n",
       "   'userData': '陈品瑄'},\n",
       "  {'persistedFaceId': '3051ab58-6d09-4a07-a499-94df3bd99511',\n",
       "   'userData': '陈珏'},\n",
       "  {'persistedFaceId': 'a7f1647d-dd88-44a0-8f82-ed95086a3939',\n",
       "   'userData': '陈昕崴'},\n",
       "  {'persistedFaceId': 'c45a4d90-62b6-497b-aa51-82ba04bec0ad',\n",
       "   'userData': '戴萌'},\n",
       "  {'persistedFaceId': '108b0228-632d-409d-b6f5-2610f6de6fb0',\n",
       "   'userData': '段小薇'},\n",
       "  {'persistedFaceId': 'd8734579-3f3f-4ff0-919e-ed23bc59c785',\n",
       "   'userData': '段艺璇'},\n",
       "  {'persistedFaceId': '11d07236-cb9a-4291-9c76-7296ed44a7c6',\n",
       "   'userData': '费沁源'},\n",
       "  {'persistedFaceId': '08e3e828-2c64-4040-a45a-00d4082ea7ad',\n",
       "   'userData': '傅如乔'},\n",
       "  {'persistedFaceId': 'e2de24e1-748f-4dd6-80dc-6934a8f37ab6',\n",
       "   'userData': '葛鑫怡'},\n",
       "  {'persistedFaceId': 'cfd72e4e-2227-4ebd-8413-1cdcd48ffb13',\n",
       "   'userData': '勾雪莹'}],\n",
       " 'faceListId': 'zzx-week03',\n",
       " 'name': 'list_damntower',\n",
       " 'userData': 'damntower'}"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GetFacelist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e26690eb962f6ebdd560877_default.jpg\",\"曾可妮\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e26607b0adcdcb823063dce_default.jpg\",\"魏辰\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e265ecdc132fe55d2444a45_default.jpg\",\"安崎\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e2660c7c132fe55d2444c31_default.jpg\",\"蔡卓宜\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e266253c132fe3b5334d340_default.jpg\",\"陈品瑄\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e266f34b962f6ebdd561196_default.jpg\",\"陈珏\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e2659b71fc411fc1b44d330_default.jpg\",\"陈昕崴\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e266189b962f6ab4fbbc34e_default.jpg\",\"戴萌\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e26696fc132fec3ef5adc20_default.jpg\",\"段小薇\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e2661ce1fc4115a33aabfb2_default.jpg\",\"段艺璇\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e2661e41fc411260bbb71a7_default.jpg\",\"费沁源\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e266d38c132fe3fba22b120_default.jpg\",\"傅如乔\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e2664a51fc411fc1b44d9e8_default.jpg\",\"葛鑫怡\")\n",
    "AddFace(\"https://img5.iqiyipic.com/image/feigesmp/feigesmp_5e266f1d0adcdc72bb37e472_default.jpg\",\"勾雪莹\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'{\"persistedFaceId\":\"4353da58-5f8f-493e-b202-5929c69c2116\"}'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_add_face.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"faceId\": \"199339ee-8a73-416d-9ecb-605bff209a92\", \"faceRectangle\": {\"top\": 180, \"left\": 258, \"width\": 154, \"height\": 154}, \"faceAttributes\": {\"smile\": 0.0, \"headPose\": {\"pitch\": -6.9, \"roll\": 11.8, \"yaw\": 15.6}, \"gender\": \"female\", \"age\": 20.0, \"facialHair\": {\"moustache\": 0.0, \"beard\": 0.0, \"sideburns\": 0.0}, \"glasses\": \"NoGlasses\", \"emotion\": {\"anger\": 0.0, \"contempt\": 0.0, \"disgust\": 0.0, \"fear\": 0.0, \"happiness\": 0.0, \"neutral\": 0.997, \"sadness\": 0.003, \"surprise\": 0.0}, \"blur\": {\"blurLevel\": \"low\", \"value\": 0.13}, \"exposure\": {\"exposureLevel\": \"goodExposure\", \"value\": 0.56}, \"noise\": {\"noiseLevel\": \"medium\", \"value\": 0.34}, \"makeup\": {\"eyeMakeup\": true, \"lipMakeup\": true}, \"accessories\": [], \"occlusion\": {\"foreheadOccluded\": false, \"eyeOccluded\": false, \"mouthOccluded\": false}, \"hair\": {\"bald\": 0.02, \"invisible\": false, \"hairColor\": [{\"color\": \"brown\", \"confidence\": 1.0}, {\"color\": \"black\", \"confidence\": 0.96}, {\"color\": \"gray\", \"confidence\": 0.15}, {\"color\": \"red\", \"confidence\": 0.13}, {\"color\": \"other\", \"confidence\": 0.06}, {\"color\": \"blond\", \"confidence\": 0.03}]}}}]'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3、检测人脸的id\n",
    "\n",
    "\n",
    "# replace <My Endpoint String> with the string from your endpoint URL\n",
    "face_api_url = 'https://westcentralus.api.cognitive.microsoft.com/face/v1.0/detect'\n",
    "\n",
    "# 请求正文\n",
    "image_url = 'https://bkimg.cdn.bcebos.com/pic/77c6a7efce1b9d16fdfa65a85896a38f8c5495eeceeb?x-bce-process=image/watermark,g_7,image_d2F0ZXIvYmFpa2UxMTY=,xp_5,yp_5'\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "\n",
    "# 请求参数\n",
    "params = {\n",
    "    'returnFaceId': 'true',\n",
    "    'returnFaceLandmarks': 'false',\n",
    "    # 选择model\n",
    "    'recognitionModel':'recognition_02',\n",
    "    'detectionModel':'detection_01',\n",
    "    # 可选参数,请仔细阅读API文档\n",
    "    'returnFaceAttributes': 'age,gender,headPose,smile,facialHair,glasses,emotion,hair,makeup,occlusion,accessories,blur,exposure,noise',\n",
    "}\n",
    "\n",
    "response = requests.post(face_api_url, params=params,\n",
    "                         headers=headers, json={\"url\": image_url})\n",
    "# json.dumps 将json--->字符串\n",
    "json.dumps(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "我的脸 = response.json()[0][\"faceId\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#4、Find similars\n",
    "\n",
    "findsimilars_url = \"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/findsimilars\"\n",
    "\n",
    "# 请求正文 faceId需要先检测一张照片获取\n",
    "data_findsimilars = {\n",
    "    \"faceId\":我的脸,\n",
    "    \"faceListId\":\"zzx-week03\",\n",
    "    \"maxNumOfCandidatesReturned\": 5,\n",
    "    \"mode\": \"matchFace\"\n",
    "    }\n",
    "\n",
    "r_findsimilars = requests.post(findsimilars_url,headers=headers,json=data_findsimilars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_findsimilars.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'[{\"persistedFaceId\":\"dd9b7113-57c2-4451-88d0-43dc888d8a5e\",\"confidence\":0.81854},{\"persistedFaceId\":\"2a359c3e-bc33-48d9-b36c-6125f98460a5\",\"confidence\":0.81854},{\"persistedFaceId\":\"4353da58-5f8f-493e-b202-5929c69c2116\",\"confidence\":0.81854},{\"persistedFaceId\":\"3051ab58-6d09-4a07-a499-94df3bd99511\",\"confidence\":0.52579},{\"persistedFaceId\":\"08e3e828-2c64-4040-a45a-00d4082ea7ad\",\"confidence\":0.15461}]'"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_findsimilars.content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将人脸数据库做成表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>userData</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dd9b7113-57c2-4451-88d0-43dc888d8a5e</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2a359c3e-bc33-48d9-b36c-6125f98460a5</td>\n",
       "      <td>喻言</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4353da58-5f8f-493e-b202-5929c69c2116</td>\n",
       "      <td>喻言</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>e9741896-d8d5-4a16-95be-36a4a0c8c3aa</td>\n",
       "      <td>曾可妮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9b761f60-69d1-434c-9819-ee9acff0a38e</td>\n",
       "      <td>曾可妮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>205331b5-b524-48b8-a397-5ca1573eac47</td>\n",
       "      <td>魏辰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>49c14622-d22d-4231-abd7-34adf8808dd4</td>\n",
       "      <td>安崎</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>a3eec637-f6dc-4e65-9175-3ed334d964b0</td>\n",
       "      <td>蔡卓宜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>25425359-3339-4eaa-badf-33078fb5275c</td>\n",
       "      <td>陈品瑄</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3051ab58-6d09-4a07-a499-94df3bd99511</td>\n",
       "      <td>陈珏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>a7f1647d-dd88-44a0-8f82-ed95086a3939</td>\n",
       "      <td>陈昕崴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>c45a4d90-62b6-497b-aa51-82ba04bec0ad</td>\n",
       "      <td>戴萌</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>108b0228-632d-409d-b6f5-2610f6de6fb0</td>\n",
       "      <td>段小薇</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>d8734579-3f3f-4ff0-919e-ed23bc59c785</td>\n",
       "      <td>段艺璇</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11d07236-cb9a-4291-9c76-7296ed44a7c6</td>\n",
       "      <td>费沁源</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>08e3e828-2c64-4040-a45a-00d4082ea7ad</td>\n",
       "      <td>傅如乔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>e2de24e1-748f-4dd6-80dc-6934a8f37ab6</td>\n",
       "      <td>葛鑫怡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>cfd72e4e-2227-4ebd-8413-1cdcd48ffb13</td>\n",
       "      <td>勾雪莹</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         persistedFaceId userData\n",
       "0   dd9b7113-57c2-4451-88d0-43dc888d8a5e     None\n",
       "1   2a359c3e-bc33-48d9-b36c-6125f98460a5       喻言\n",
       "2   4353da58-5f8f-493e-b202-5929c69c2116       喻言\n",
       "3   e9741896-d8d5-4a16-95be-36a4a0c8c3aa      曾可妮\n",
       "4   9b761f60-69d1-434c-9819-ee9acff0a38e      曾可妮\n",
       "5   205331b5-b524-48b8-a397-5ca1573eac47       魏辰\n",
       "6   49c14622-d22d-4231-abd7-34adf8808dd4       安崎\n",
       "7   a3eec637-f6dc-4e65-9175-3ed334d964b0      蔡卓宜\n",
       "8   25425359-3339-4eaa-badf-33078fb5275c      陈品瑄\n",
       "9   3051ab58-6d09-4a07-a499-94df3bd99511       陈珏\n",
       "10  a7f1647d-dd88-44a0-8f82-ed95086a3939      陈昕崴\n",
       "11  c45a4d90-62b6-497b-aa51-82ba04bec0ad       戴萌\n",
       "12  108b0228-632d-409d-b6f5-2610f6de6fb0      段小薇\n",
       "13  d8734579-3f3f-4ff0-919e-ed23bc59c785      段艺璇\n",
       "14  11d07236-cb9a-4291-9c76-7296ed44a7c6      费沁源\n",
       "15  08e3e828-2c64-4040-a45a-00d4082ea7ad      傅如乔\n",
       "16  e2de24e1-748f-4dd6-80dc-6934a8f37ab6      葛鑫怡\n",
       "17  cfd72e4e-2227-4ebd-8413-1cdcd48ffb13      勾雪莹"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_facelist_url = \"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/facelists/{faceListId}\"\n",
    "\n",
    "data = {\n",
    "    \"faceListId\":\"zzx-week03\",\n",
    "\n",
    "}\n",
    "\n",
    "r_get_facelist = requests.get(get_facelist_url,headers=headers,params=data)\n",
    "r_get_facelist.json()\n",
    "adf = pd.json_normalize(r_get_facelist.json()[\"persistedFaces\"])# 升级pandas才能运行\n",
    "adf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dd9b7113-57c2-4451-88d0-43dc888d8a5e</td>\n",
       "      <td>0.81854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2a359c3e-bc33-48d9-b36c-6125f98460a5</td>\n",
       "      <td>0.81854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4353da58-5f8f-493e-b202-5929c69c2116</td>\n",
       "      <td>0.81854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3051ab58-6d09-4a07-a499-94df3bd99511</td>\n",
       "      <td>0.52579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08e3e828-2c64-4040-a45a-00d4082ea7ad</td>\n",
       "      <td>0.15461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId  confidence\n",
       "0  dd9b7113-57c2-4451-88d0-43dc888d8a5e     0.81854\n",
       "1  2a359c3e-bc33-48d9-b36c-6125f98460a5     0.81854\n",
       "2  4353da58-5f8f-493e-b202-5929c69c2116     0.81854\n",
       "3  3051ab58-6d09-4a07-a499-94df3bd99511     0.52579\n",
       "4  08e3e828-2c64-4040-a45a-00d4082ea7ad     0.15461"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bdf = pd.json_normalize(r_findsimilars.json())# 升级pandas才能运行\n",
    "bdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>persistedFaceId</th>\n",
       "      <th>userData</th>\n",
       "      <th>confidence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dd9b7113-57c2-4451-88d0-43dc888d8a5e</td>\n",
       "      <td>None</td>\n",
       "      <td>0.81854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2a359c3e-bc33-48d9-b36c-6125f98460a5</td>\n",
       "      <td>喻言</td>\n",
       "      <td>0.81854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4353da58-5f8f-493e-b202-5929c69c2116</td>\n",
       "      <td>喻言</td>\n",
       "      <td>0.81854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3051ab58-6d09-4a07-a499-94df3bd99511</td>\n",
       "      <td>陈珏</td>\n",
       "      <td>0.52579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08e3e828-2c64-4040-a45a-00d4082ea7ad</td>\n",
       "      <td>傅如乔</td>\n",
       "      <td>0.15461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        persistedFaceId userData  confidence\n",
       "0  dd9b7113-57c2-4451-88d0-43dc888d8a5e     None     0.81854\n",
       "1  2a359c3e-bc33-48d9-b36c-6125f98460a5       喻言     0.81854\n",
       "2  4353da58-5f8f-493e-b202-5929c69c2116       喻言     0.81854\n",
       "3  3051ab58-6d09-4a07-a499-94df3bd99511       陈珏     0.52579\n",
       "4  08e3e828-2c64-4040-a45a-00d4082ea7ad      傅如乔     0.15461"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(adf, bdf,how='inner', on='persistedFaceId').sort_values(by=\"confidence\",ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get facelist\n",
    "get_facelist_url = \"https://westcentralus.api.cognitive.microsoft.com/face/v1.0/facelists/{faceListId}\"\n",
    "\n",
    "data = {\n",
    "    \"faceListId\":\"zzx-week03\",\n",
    "\n",
    "}\n",
    "\n",
    "r_get_facelist = requests.get(get_facelist_url,headers=headers,params=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_get_facelist.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'{\"persistedFaces\":[{\"persistedFaceId\":\"dd9b7113-57c2-4451-88d0-43dc888d8a5e\",\"userData\":null},{\"persistedFaceId\":\"2a359c3e-bc33-48d9-b36c-6125f98460a5\",\"userData\":\"\\xe5\\x96\\xbb\\xe8\\xa8\\x80\"},{\"persistedFaceId\":\"4353da58-5f8f-493e-b202-5929c69c2116\",\"userData\":\"\\xe5\\x96\\xbb\\xe8\\xa8\\x80\"},{\"persistedFaceId\":\"e9741896-d8d5-4a16-95be-36a4a0c8c3aa\",\"userData\":\"\\xe6\\x9b\\xbe\\xe5\\x8f\\xaf\\xe5\\xa6\\xae\"},{\"persistedFaceId\":\"9b761f60-69d1-434c-9819-ee9acff0a38e\",\"userData\":\"\\xe6\\x9b\\xbe\\xe5\\x8f\\xaf\\xe5\\xa6\\xae\"},{\"persistedFaceId\":\"205331b5-b524-48b8-a397-5ca1573eac47\",\"userData\":\"\\xe9\\xad\\x8f\\xe8\\xbe\\xb0\"},{\"persistedFaceId\":\"49c14622-d22d-4231-abd7-34adf8808dd4\",\"userData\":\"\\xe5\\xae\\x89\\xe5\\xb4\\x8e\"},{\"persistedFaceId\":\"a3eec637-f6dc-4e65-9175-3ed334d964b0\",\"userData\":\"\\xe8\\x94\\xa1\\xe5\\x8d\\x93\\xe5\\xae\\x9c\"},{\"persistedFaceId\":\"25425359-3339-4eaa-badf-33078fb5275c\",\"userData\":\"\\xe9\\x99\\x88\\xe5\\x93\\x81\\xe7\\x91\\x84\"},{\"persistedFaceId\":\"3051ab58-6d09-4a07-a499-94df3bd99511\",\"userData\":\"\\xe9\\x99\\x88\\xe7\\x8f\\x8f\"},{\"persistedFaceId\":\"a7f1647d-dd88-44a0-8f82-ed95086a3939\",\"userData\":\"\\xe9\\x99\\x88\\xe6\\x98\\x95\\xe5\\xb4\\xb4\"},{\"persistedFaceId\":\"c45a4d90-62b6-497b-aa51-82ba04bec0ad\",\"userData\":\"\\xe6\\x88\\xb4\\xe8\\x90\\x8c\"},{\"persistedFaceId\":\"108b0228-632d-409d-b6f5-2610f6de6fb0\",\"userData\":\"\\xe6\\xae\\xb5\\xe5\\xb0\\x8f\\xe8\\x96\\x87\"},{\"persistedFaceId\":\"d8734579-3f3f-4ff0-919e-ed23bc59c785\",\"userData\":\"\\xe6\\xae\\xb5\\xe8\\x89\\xba\\xe7\\x92\\x87\"},{\"persistedFaceId\":\"11d07236-cb9a-4291-9c76-7296ed44a7c6\",\"userData\":\"\\xe8\\xb4\\xb9\\xe6\\xb2\\x81\\xe6\\xba\\x90\"},{\"persistedFaceId\":\"08e3e828-2c64-4040-a45a-00d4082ea7ad\",\"userData\":\"\\xe5\\x82\\x85\\xe5\\xa6\\x82\\xe4\\xb9\\x94\"},{\"persistedFaceId\":\"e2de24e1-748f-4dd6-80dc-6934a8f37ab6\",\"userData\":\"\\xe8\\x91\\x9b\\xe9\\x91\\xab\\xe6\\x80\\xa1\"},{\"persistedFaceId\":\"cfd72e4e-2227-4ebd-8413-1cdcd48ffb13\",\"userData\":\"\\xe5\\x8b\\xbe\\xe9\\x9b\\xaa\\xe8\\x8e\\xb9\"}],\"faceListId\":\"zzx-week03\",\"name\":\"list_damntower\",\"userData\":\"damntower\"}'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_get_facelist.content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别的 API比较\n",
    "\n",
    "* [Face Off: Confronting Bias in Face Recognition AI](https://www.kairos.com/blog/face-off-confronting-bias-in-face-recognition-ai)\n",
    "\n",
    "----\n",
    "* [为什么世界现在需要道德的面部识别](https://www.kairos.com/blog/why-the-world-needs-ethical-facial-recognition-now)\n",
    "    * 到2023年，全球人脸识别市场的价值估计接近100亿美元，复合年增长率为16.8％。市场背后的主要增长动力是监视市场的发展以及生物识别技术领域的政府支出。但是，面部识别的使用在其他领域也有很大贡献，例如帮助企业打击消费者欺诈，满足动态法规遵从性以及提供可获利的客户体验。\n",
    "\n",
    "-----\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 人脸识别的偏差及API 政治经济学 \n",
    "\n",
    "* [对抗：面对面部识别AI中的偏见](https://www.kairos.com/blog/face-off-confronting-bias-in-face-recognition-ai)\n",
    "    * 发生了什么？\n",
    "        * “编码注视”或算法偏差的研究: 浅肤色男性的错误率为0.8％ ?  深色皮肤女性的错误率高达34.7％  ? (Microsoft，IBM和Face ++)\n",
    "    * 用户的反应范围从惊奇和赞美到不悦和冒犯\n",
    "        * 我们承认目前提供的种族分类（黑人，白人，亚裔，西班牙裔，其他则不足以代表丰富多样，发展迅速的文化和种族挂毯\n",
    "    * 该怎么办？\n",
    "        * 改善数据\n",
    "        * 寻求持续的反馈\n",
    "\n",
    "----\n",
    "* [科技行业没有应对面部识别偏见的计划](https://www.theverge.com/2018/7/26/17616290/facial-recognition-ai-bias-benchmark-test)\n",
    "\n",
    "    * 公司在做什么？(一些高科技大公司支持基准和法规)\n",
    "    * 我们如何解决偏见问题？\n",
    "    * 偏差不是唯一的问题\n",
    " ![警察识别罪犯](Identify_criminals.png)   \n",
    "----\n",
    "\n",
    "* [面部识别尚未准备好给执法部门使用](https://techcrunch.com/2018/06/25/facial-recognition-software-is-not-ready-for-use-by-law-enforcement/)\n",
    "    \n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 学习并完成所有Azure computer version 的API调用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"outdoor_\", \"score\": 0.04296875, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_waterside\", \"score\": 0.37109375, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Grey\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\"], \"accentColor\": \"2473A7\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"building\", \"mountain\", \"grass\", \"house\", \"train\", \"water\", \"small\", \"background\", \"track\", \"town\", \"boat\", \"going\", \"green\", \"city\", \"old\", \"traveling\", \"river\", \"driving\", \"tall\", \"bus\", \"large\", \"white\", \"surrounded\", \"sitting\", \"street\", \"lake\", \"double\", \"hill\", \"decker\", \"group\", \"parked\", \"red\", \"field\", \"grazing\", \"blue\", \"clock\", \"horse\", \"sign\", \"riding\", \"docked\"], \"captions\": [{\"text\": \"a building with a mountain in the background\", \"confidence\": 0.9770334984021007}]}, \"requestId\": \"00ed88a2-00cf-494c-ba6b-9955a8c1fcda\", \"metadata\": {\"width\": 600, \"height\": 400, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://westcentralus.api.cognitive.microsoft.com/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"8192a0de854b47719534a1e59d668f2a\"\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"http://wcy.nfu.edu.cn/uploads/allimg/180423/1-1P423204500H9.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图片\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_group', 'score': 0.96484375}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'Green', 'dominantColors': ['White', 'Black', 'Green'], 'accentColor': '304966', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['grass', 'person', 'outdoor', 'group', 'people', 'building', 'standing', 'young', 'child', 'posing', 'field', 'boy', 'front', 'large', 'soccer', 'man', 'grassy', 'park', 'game', 'green', 'woman', 'playing', 'crowd', 'holding', 'flying', 'ball', 'city'], 'captions': [{'text': 'a group of people standing in front of a crowd posing for the camera', 'confidence': 0.966873824232646}]}, 'requestId': '863a75f2-3bfb-4115-8713-f821255decc7', 'metadata': {'width': 700, 'height': 400, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"201803_Bangkok_workshop_group.jpg\"\n",
    "\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图\n",
    "\n",
    "想把图片压缩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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LiMgnn/y9fo0FF9/b03bh9pYWCV3RdKaBdu366vV8234Hx6/pc3r7tj4v1/ZviojIxroeax1aBCLmvmaZ1Sv+Dcbn/aK6FIu6ZTxzgdXOy0lGv4UVHr+wwq6gXS4tF+2rEqC7oUU+IYmGb7yLlN0QgIkStOVERJycogqYLIom2yAytFbW8m35tiVYJoQuXIoC2AYgkbcOjKJqDW/VUV8LTtFMvVKMt/Gwo9GCY3VRUnj/9TWNOtZWNZLI0PobDYzHZyHIS9TDlFDscbFODoBDmQWwQd1SQoB6XJCMqLpqF4ocQRsMFx3hWofn0MgDqGhmrXV/CPIJVF3v/clfiYjIIxQnz89MoWujpef53/xX2s77w9/9gYiIzMdaOEugXVcrGf+ygHdu1LSQdvOWetlOT497/3NTCEwWALpkpDgDUJPqOk0BAiJ0WkQkgRbyeKDfc/+hFg2fPlOATbd3hDUxa/rFF/dFRCRAkXAHBc5GXb33jYM3823XobhLXT4Ca1ZXtWiZt90sGDeNzyAjU96zzDqXFNTgKFz2/Px7cAEyKll6lQTzsAD4dazw+IUVdgXtUj1+romHN52tDZ4r4+YaeMttCy9XlzUePwyX2xeMGnICg/UGDGfIiRE53L4FPbdU87d37oJKumYgqbOJtobGAOH4yK9Hfc0bE5x/q25aXIOh/q5RBTgH9YwoRpvQymFDQGiJ4m0020trwfWx2MW5uAbBSylzQbQhE2tN8zVEjplg395Io50xvEpvaGizz8YAWWHfT+8rbPbpmXr8vXUTRZ2eKwjmn/2z/11ERDZAYnrvHV3Lc2jYuy2zTzTT6KnWVI94G2Ids6l66FPsIyIynfBeKST4tZtKgPHQ7gxDBcbYsxAyXP8IKrXUuTvv6GcCgNNsZtbp/n31+Dtbmq/fuqHtSObrO9fNM0ESGamwfMRYk8rY6vWMFyeuhh6f2zgAFTnWtj7a1QFARBVrjoSISAwQky3+wijjt4HuFh6/sMKuoF2qx3dyXXpQbF3z9W6wPIGGxopljkZ07TcpwA54f1FUIwcyeHbuxGq4esiddUo+qbdeaWhnoHdqACQRKJJ15FAlaOMfDx+JiEiMnHnFArVQ+GE+V+83nug+Q0BTHd8UBKYgyeRquKjgeqCWknTk2utEF5MsfUjg6Vs/nBnvHQLb6kNll+2CDEqzGY67yMz7fwAQ0eMn6uF//Eeav5fh4f7kj/9Fvu0QNN/nZ7qmf39P4ba3XlfP3F6BgEnF5LvtCqHR6A4Axv3a9ZsiItJ7/9v5tt2H2oG5dUslvjbWVRu/B9ILp9hM5uaafSj87oIYNJ3pce8/UDENH7n3Bx+8l+9z88ZbIiLyvQ+/KyIib7ymk3Q8UG392ou1KMJ5Q5y/5xFivqz4LGKiTP9C3m+e9Rer/QayvjzLIUDHwf474d+T6xYev7DCCnuJXarH9wGx5KcTmPeOIRgs1wH45kwIj7Xydm7DH9GrHx2rt0qemXxxgB48p7zcvK65/Rr04lNAdyfd03yfOnqmKw39HIJ08uSx5r0DVI7juYH5jlHR7lWgNU8obU/z4XbLSCZlLgUaEY2wV4tcsFQixdNUcJnHBYhmWDB30DVIF9bUF8hoTSCmGWWgwiK/pXBmf2RIIim0/j18umAo/f7v/76IiJydHOXbPvxcaxK9M/X0//LPlNK7CSrpH/yD74uISMUiJt05UGxFCgj1GBJYjbJ2P25aFfRrgMPevq31GEaMfXRZOrhXoVXXWN1gN0WjA+8N9bIff6KUYfbU/+if/FNzTnfUw2+sazeoWsEEHQhnJo7x1AYWq/e3UtVzZATAqHNh3QdGbBTivJC255Rn/Tefe1Tx3WWPn2bL8yF1XUD3tfL+V1nh8Qsr7Apa8YdfWGFX0C5XZTdj4QPKsJH9O/DMMxbhlrXyGfLbLYsJ9eUQ/nBI5PxIQ9vRyOjPTSb6szpC+92td0REpFQGnxrpQWAVSFbbum0S6nHItT4/OcX/AVEdGshoA4U+nncNMGWBlp+LoZQiZljjfAbNPRQPfY+AFWq057vkRR2q95YQ8scI613rlrKYNIP67Ri6BSH0//pDjFeem1B55aYCURyE+Pc+/0REROpgm43HRpH3zXe/oddR+kBERP6f/+v/EBGRf/NT3WcVeu/f++Atc/y2pgceC42pHrc7pcaBgQ9vbGrYziGTx8e67p98qsc/OVWwT6Nt2m01QHUXULtZXdG045vva9rBWQwrK0Yhh8/as+eqFlyGDiDZgJ6/lW9rxqADaJNSMSpbOpY9sbWGdu9wqMVQgnQIT7fD9gSpBM8zH+eFw2WJaWfTLo6H/zpWePzCCruCdqkeP6EmHoA3YWQDePCGywheweQcvunyN6o10jnUAsoc0FO2v5pt9TQbGwY4Ui6jdQb3eXqscNu9bX2bl+GBbP28CQqBp8+1mEeduLffVnLK8+daPPz888/zfdYAACKJ5tqBFoxWVlq4ToPGmUzUe5ZLGgVQJYZFLEZBkbVO8YLDREGw8ZeLfHZERFgs3cUMnr4UaBSyuqKRyu6egSn//FSvaQ1gohoKnJ99quSWhw/NVJnJXPejXuFb39TR04ORRk8//8XHIiLy5g1DlnJRiEugrdfe1bXszvUCKp6JiCYThdk+wHd/fk+BNg8xfnsEsNH2rjn/jU1t41GmkPr2b7+l0Ul3oEVWW1d/sdBnIYyg3QdlIcKffd+QdJoYjkkAD7n1nODDaM1u583nUFjC/U2ov5BvY89/YBQA6Hq6rKqcWFEyjfc8Sb6+Hy88fmGFXUG7VI8/CjVHi3x9W0Zi6d4DyppgZLNTos69/n6G/DSamdaTC7AJFXOrJbTf4IHs1tkK8izq8k1i9bZdvORdADGsKdPy6L6qtZQwSed8od/3019qBPAk0ojiaG7en5WufvcZJra4m7qNu9Cfxz3zdg8E9GTquiOC6WKuHGG5jjWaOoAHrqFWwbl0M9Q30rLJkQnl3Ibn2sqjJv2e1XXNc6/vGRXc4KNfiYjI6aneq0pF1WNmM73217eMvl2A+zfvqAd+/bpe6/W3FMAzPNMc/Ol901Zt3lU4rE9iyUCv9c223h9/39yAyUhrA/MT9dL/9ydKDT4dYVQ16MSD8Um+z9MjBeqsbujvmg3V+K+C3LJeX54mJGKBxLBOM/xuDIBVybmXb9vvYxIT23lo/XkuKOJ1vS+rqybazDUgEQ2Y+Yb6aQ/ASWKS1fh/PCMMDhySzayIAmCoIscvrLDCXmqX6vFZWWdllFpzIiJz5O4zCDLkU2xRtU6Q21oislJC7krBjXZbQSCsrNr5dID8aoI35Qg6dmuoVvuojPbHBv5JEsX/9+/+TkRE/geQUTDEVeY4fGS9P9dWNTdm/aEFMQf/QCHC63WzbRXwXR/Ta1JEFjWIhtQI1bUqxDGBHYhuWA8IPKoTGyhnuawexg+W3+8EPDVRDV/f3Mh/50MT78//QsE4J6eALUOnnh5ORCQONWra2dA6xo9+qN68VdXz/eJTTru1hDJArKF2xGQMoZVUj1WNzPHr7ZsiIvKH//EfiIjIHGIj//3/8j/pMaA/aE+VefJEwUSvgfxD6u4AhCLm4m3UXPS7KWqixw9wXBf1E3eJTIZrxzPG6bUx6gNdULUPj0rWPpjuU19WemYXx7F0JCk043mcM4CagcPfv1hD+E1U9pdZ4fELK+wK2qV6/MUY0FFU4acLk69HeJuz6l6rIZflrDJUoiu+gSVmqHQytxn1lYpJeC/f7np89eRnyF39BFNkACEln4ez10REvnyo4hD/6i8gRkENDTjgb3xb+9dnXaPYOkWl/qSj5/JQywGyAS/YsPr4a5AM276u3olEGNI2c519i9zhojLv+iRmAMMAD+RaxCRGBRl7ziHz2nTpGCuWYMm7b3Paix7n8891Dc7Odf2qVVNDWN/QtVtf1Xuys6U1lQZOt9MGcWhqVIIl03WnR0ugKT8cqlcdj835tyI9/zrwFP/kP/lDERE5hyb+//bP/7mIiFSsybHXbyi1lhRY6t0vIsK7QdsdGTxCBXl/CxV7zjOYo2vQsKbZcl3mnHLEmhQeS3ajzFobDfxul+tAGDpl5kxEwUk9Pp5z0tA9dJuqZY3OLpLZ9JqLHL+wwgp7iV0uLZf0T5AVxJJM8vAOKmNyTruBiaiQxKIjG/ZNvjhGBPEZZradHVO26cW3IfX4KZn04Xs39ReoiPKNagsXnnQg1PhUK8/UAMnK6hnmnnqa2rrxOO1NYAlQRXaQu06Qa7quQZkdHGjF2UFUk0E8NICsEqvymWPez7nwBmWbEN2UypTZMt4jBDSS+T+vLU70XOYTfFq01kpF97l1oJ6FdZReb4bzt2cV6DpDjl78VI+XohvRrOvvz0bm+DNMoK1jLkBKghUivok1R2441u9uQ/xjc187Cj/+g38oIiKHZ4qc7E/NPru7Wm8oERkIL7gKCTR2dR4+tib2kBKOuQ8BqMPXr1/DGhjvTSIMB9kYMRi93xnWlpRoXJ2IiESkSedUW6IAre4WnkcSqRZz/R3lugJ3HfuaZ8KI1RS03MIKK+wlVvzhF1bYFbRLDfWbNYAqUETJrMF/bFMtIqroYPT1fDk8srnXDHdLFQ2NG4DqjgdabIstTb5btzRs+/a3FVZ6+zq0+FHkmSMU71uphIeQu9oEDHekBbs7b2nbajgDwMYKf/PhmwH19DUE391XssieNTKa2uvnCOUTpCgMzcOYSjwWXz7luDC0mvB5BrDMsGeGQfZ7SH0A/V1b0Zh8FetUw7nVLI32KNRrZD1rBSOpWxWSj8w9i6AZWA3QrgK5hQNCa7gvcWSPvlYufZ2FTORwKWYHZBZzazbnteh9HIz1/40NhVl//zuq1vPzXxuATT4mDGQgDksdDqCMBKgu4dEiIp2OrtMv/15HiQ2glvSNb6hKz7e+YTQCeNx8ZinWn1BvB892JTIFWeotzpECuS6uFelB4hgYuutgnLoAlIM0IMW2va4ey27nXXwmvo4VHr+wwq6gXfIkHX37EnBhe3wWoqj9PoOqDYskFyfqiIiEUDnZ2NKCBwuBk5G+3a/vHuTbvvOWwj8r8DSdz38qIqbgFaHwaHXDjPIvvMM6IK6ku0YAJO3umqkpu1saHdSgdrNZ1WNsbe/gXA3F00e7ba2p50RS0AyKOHO0hKixLmKNC8/HZevnGNFIZBXHOEGnj2k1nSOoAmME8yZITFw3XR+ouwJW3QaCdjKltzK+oo12ZClgIROeHfBV6gDa3mVGnUF4JxK2EiotWWo0CCBkPNAoob2p69w/V5DMOtp8+9tmTctQ7WHB8h6IPcdH2sZ9HXqA77xtvPhqX/c5OlLo8fk56L9/rxDhRsl4bxYJayBAkbprpuUAOm111kisqQBOnQm18qGxaM1Zv6iYGwQo7qEQ7gHfS719EZHFglTeAsBTWGGFvcQu1eOHaNmMpppXh9bMuQhvshn04RYgzTAqWABOGVs5YJZyTDW9ByCXENe4dmM337YCQYz7v9bJKi0cP4khCoJjeJbHOYPGexWvxx9+RwE7PThVjj/OrPdnCC3+OFKP8xpILdehIru7b+CxAd701JQfAeDBPJo5/mhoBEVGEB/pA6xEbbcK8ul9q4ZwA1OBbl/HOlDPDZ7GxbW6Fi10AUGMkCIRqXqe0lcouKZQj6X3qUJnMEWLsV5Rj7zSNh45RCuXMFXOCSBwamEBqGZjTL3xqEevx10Awrx1XSfe7FqQ42cg9Dx5rlHCLz9W0pGHNvEbb7zxwnUwEv3wW1ozuHkdNGIAn65jLp5tBAgFaBtO0RodjUnttajUaNGR8c0x8ewc+76BHAf5WHi91qmD5xSt0jpqLmVLx5D/Ljx+YYUV9lK7VI8/hKfnzDi7MrlALj+Z6xtzilzVR5WcJIXhYpzv46EaHgPswOm7K/A0k4mB0o5AvAhA96156gE++ZV6hGoVdQfHKNqWUX19DQSbesB8GsQMVNuj2FxHCde2ggk613Z0X+aGQcnAiOe4lsG5AoRIHGLFeYhaxcNHhtZ6BLmpGcQd6K1ee02hqvZbn/8uA/7cRBU/QaR1fqa58vmRURbmfLrVVhvrotcxx31JLFGQGmf/Iad34Yn1FUOyAAAgAElEQVSZ3rZW9NrXNkzd4QjyWVN0RJgLUzAjCk1ERzgsDxghb9/YU488PNe1WF81NZatHY1y9nY1IvrhD35XjwXPvLWptRbPt6fX4Pg3tSZ0CiVhimKUKwZ01QHZZwzPHkX6DA6HmKeIqUTVmrnPAdb0CFJt9N652IzlfglVZ+2AsPMaoNIL0b8hv2SKCOXqix2XV1nh8Qsr7ArapXr83kxz2dWKepPJzOSuQ1SlSYVMkduz15krThqHLFNMjfEqqLCCztrr6lvZtQaXcH58hBpCjHxxijf3BP381XWTL9YgkHF7V6veu5gDv4Nps+MFZ8+Z62CFfKWh57K1phXjOt7k89h45KND9Vgnhyr4cXCgOet5V9fpiy9Vemo6N7WQ1U3Nl69h8g/PdxXikZWquWj65vOBXnNnpJ/sXEynugbdofHIdQh8ehASKVWIvdDPB/e/zLcd455w3mCpBM8DFlMITMbapsnxHz9T0s855g+WCFP2OYvOnD/nLvjsT8MDj3B/a5hQm1kV7kZbPfv2hkZYvbGeQ7XC+YHoGo3NPjNEhr3OOT4xBRnPYOoZSDZrKqxJBFin8RTHw/k3Wqv5PpTwWiDCvX9f60yPHutacvqSXr9eMz3+FrpAKyuYF7DWWNpOxMiAlazuw6us8PiFFXYF7VI9/gy5TTbRN5+NkuNbr4TmrVtiX50TRfWtaef4lJDyQkpwkRhBIQ6TL1KiOQGKbA4Rwwh58NmJvuV3tkxVnDm+46nv3G7ocq3V9G3eGWjEkW4bUYcaPDHJHHuQ3qJw5slJJ9/2rKfXv7aJnBUTfacRqsmvK/agZFFhx8iNJzP0ggP1AKMMQiNzk7sS8xACB+Bz6k5O08XsvJLJYU8xRz7lfEPUWByQf27cNtJbQ3QW5oii/JB0YtRlQEIZDk2tJcz0Godj9fi7u3o8qlGVPctrxZAr4/RgCrHC684p9R2YusMYUccM3YOnD1X4M0YUUq6od5zPTZQzwjTkfF4d7jvPKbEG1LCaP0cN6mNIfR8+1zrNdUxo2tg28t2DkV4/8StNCJky2unj+0VEYtS6RpCaOwLxjLiHdUwKsinnxJfYeIxXWeHxCyvsClrxh19YYVfQLlllV0OzGVo3o5kJcRJMmiGgI51jeCYKaJQMDy3I7nxGwgLIOgCbbDc0HCKxR0RkAahoBNWfJNeo009qtX3jvXfzfWoIc6dDDUup2lOBGpDf0hiw3jYhFocaRlBXIew0Wui5Tq0Bmw20zCrYP2MNqwHgDkL/ycwUBEcZVIxAIMrc+tKnWIShhWBbhxxyEJ8QKmfokdZb5vwbq5p+PHim6/Gre6ppv7+t2/zoB9/Nt92uaYjZ6+g+M4S/ELmRBICh4cyE+i6Kh+O53nvP1zRngVadrTjbqCLNwzXlcGq0DR15UcFmAQXeKZ6bW9e0fccBokxhbIUcttXWoMO3Ci3CGAXhhyeH+bYnJxp6n51pyjbo6zOdoZT66LFChKs1kx9w6CeBZWsoPG70oWC8MM9ElJPU9P9MSdiavf/gKX5vWsiECzP8/+/k1VZ4/MIKu4J2uQAegEB8vHUXmWmpkIoaoX1Htd1cbx9ve1uZdwbYrQs6K2fztfe1LdaoGI32MQpxATx8FTr7FbQAx1P9/XRq1GK2tvWNfHSoAJoEhZcYb+X1dS0ENldM8W0CzxKhuOSzHQkeZ8PSh2OLphurd5iDsDJK1AP0QOMMM4v2C732MrzehAQNqq8mprg3Bcx5jlbTFMUw0lAdKMNsWySXHQCdnqLYmUXqre++eVNERAYjU5CtgqxEQsx0ehF0BUJJbDya4+t3zhegTuNaOVUptKKbwFcP/AIVGcU3qvaQ0isisgBcmMhuwqk9j5p1er+TtrlnkuqaMkJkMZLEp6dPH+ab/vSnSt1d4F59+OH39LwX+r1/93eqyGzPGNze0efIRZG4iVbvzpYCjwiO0n8T3AMFnsXy6Gs/0OLxYGCi5dl0hvOdy9e1wuMXVtgVtEv1+OMFJpMAPmm/dUjEoFcNkewFyPMqmI5jt4a8QE8/z3Hg9dYBj/Us7T0f7ZxmSd/09Cu5iAYAEc8On+f77O9pfsgpvC5YFaTyrqxpju5bwAk4HKnVSK/ENFu0FmMLbMJrGUBHrdvT9ZnD+wU19URVSzRijkhiBC8+nOq2nMM3X1gz4eA9mDdOx+olCNV1kPMzH9YTBzgJoKE9UGF39jUXr1hQVB9RB/X5M8BJOfGVOvU22MS5MAmGBB+XevKWmAR1EBOuGQfqgqIaAYwTlAyqy0Gdp458F/+VOdY/CjU6KQWGdFQHgYvTg85PGRHhOi0dRkKk9/f13mwDAvxXf/XXui9yf7Hgsx//8hciIvLmW0oQWlnB/D3MdGg1TfQR+MuqyYG/7JvHIAPZohuE6trr/CorPH5hhV1Bu1SPT+otoYUl601dAuiDs9zpEaiOS2GCzJ47jjdmo4JqLGCfK3X9/2JivB+puzVU5CfIXT1OY8HMs8PT83yf6zdvi4iID9JPgsknu3sK0ihBjCGxSDqMVJqQnuXsvwieeDAwOXIC6Gm/odcB3E4OQRZ4+q4FCT4+0w5DZ0APr56Bs9dtYIqPaKMGumzI/JECH6gmH1mdBrfOacW6T1DSc+mjRnJt0wCcUuS5GSIvqu6SSp3itGs104kh5DWB104RwWT4fziz6KxUZUZNKMBn/gTgekqWp0sRxfDaAzwjCyj9hqgdOYF59lzcJM5npBLvBoAxm/vmmve2lMjDesbTJ1rxf/pQ60BtPHutmpmf0D3Te57c1rWdQ8CFz03JmhXhUMmZEOOaNcxRRPqYKWDTcqPot/8zLjx+YYVdQbtUj888mhNcOPtMxOQsnHFPKS6HeSoq0LZ2uA8PzNyGZIV6Vb1UNDT5tJ8zPHEc0HNZZa9j+qzVRs6hsi2IYnZBcnkdkMsIuZVXtnJMzkJnnx2p2AyEpLlFyKCEVx/emtc2gWRWp4cawMR48QXgt314/M4FQY7F1HjvSlmPN8Y6jyB0OYbXSONlYQ4RkUVDr/nGda30t1dAY3XVFZ13TbX69Kl6uxShyipouBuAKfOcbI35GqKnYYKpR1jweAaRDcvjj3EtrEV4Fc6TAx0b52/nuwt0CQAXyLEQMwp8gHQUW2SpKQQ4W219FigG20A+X64aSPbGun7Xvc90Ku+D+9pXX8O17+zoepHObP97jMiNtGg8vlIJTN2ENY6cYosL4f8DirnauigUKi1ouYUVVtjLrPjDL6ywK2iXGupTWYYhycJqPTHspLLJDHr6LlVlWawpm2IHtd1ChHNuXbetlHSbOLXUXFhkQ2FrznFPVHcFxNaxCkUstpVRsHkKpZo7HAkFeLHNiuKAy1xFFm2ZHtR1uueGnUdVns6EP9PvPoP23pNnqtgytoqUMZpMDPlZzCPwaGalEiUU3TIAnc6OtACVYV02wKOvli0OPEJ68uN9qMe0VxSEkmv1i0gPqUjF1xB5B/qCDsBYaYLUxUpVqBjM8DrHYufnbO6vI97S78iMS7HuMdR6bGVk3mcW90ZYnxTgrvlYz/n+k6N8ny5YkjdRzL1+cBPHQLuytZNvS+BMA+F/HfMGNqg2hGeh3jDXEUJz78EDnaC6Ck79DoA9LaSOIoZRSt0A/q3kob6Loa/WNef/LnT1CyussJfZpXr8MtAU1Gg7GxjvRxICh0LG9PgotOQgmYrxAmVX36rRqb6Fb9QwIQYFqPnUtMEivA2Hvr5JK5zQA7DMDt7Ujx4/zvfxQDKp13SZfvbkcxEROT9Rz7ANPb1Bz3xPDYVFH0Mzz86hpvPwkX7/2Hi/JNDi0QiFp9lMvfXH9/R7nj7VwpENzCh5ei6E22bwetMBFG0swEcZvaEHGBDZQ3GygYlGSUnXdmo9BlV40xk8Z2eo55+KtjDLNbP+77yrGvUxYMOpr2v68ImeN9HDTYzTFhH5+BMFsywAthqFJGMBnjwxxcmVFlqKnKIULcO5BQpJocXsSREVhFBnygClDdEuHGD9V2sGOl0v679ZfHv+XKOBTYCX9g21Xlyo3G6uqKf/Bz/6jp4TCnYZIrKBBdntHmmU9PlDJfCsDTTSaqxoxLe6bfQQGphqFIYE6ujPGWl40B5wXHPNeCQkjoriXmGFFfYSu1zILjwaHGgOlBAxE0ja8EYNQC4DePoYOfjcArOcDVT15FpZPX2bM/m+AsLIlpWtyiNicuQ15LvPDw0Fk5BatgmpoPLZZ6qZxjyybLXzmhjvPYKGH1t0dSih/uIXn+Tb5lry2+pxPvroIxExunR8y9tqKwQ/hZj1t7WmXqOMXHM0fHH2XwnKvoGLCT2A0j5DO65UNcffWb2ztC685pBzDizIcUyJGnw+AZW309F24XXQUatNc/wVUF/7UEBKEVWNQIipeGYtOVmoDC/o4jyZ6+d1Gas1R6eX+np8D/WeZL4Mzsks7ksDtOhVkLqomvzwoZJzpn2LVoxnivTqPcwu4PzGU8wwzCyX2u3relB7j88VVafiyIZZ68/KqLusY9oRtSf5bNstzBzcZs2EeJUVHr+wwq6gXarHp7elwIHNKfChTkqtuhBV6og0Wbz159b0nSl056tN6N7Dq0aTF6fuTAGgcSCGwJoCPUBOvrhmpu9QE3ANk1pWmuqtHqMOwMm31DwTEZnCSyUQudjc0vz29TtaF/gSub6IyeOePtHjdaATH0MshFHD4eFxvk8b4h0EmSQO6czQ0bOGtlWRx66sk4yDjgbyakYSb779dr7PHuYQhnOtGRAhzcnEriUA8cWXmrOyMk+V3d19re7fuK306E7P1HKmM3YdoFlfZhcElfrMEtWYcH6BelMfGn4ZcvqUebUFXEnhyxx0U8pl1lx8nCNqRRZcnCCu1Q19joaYm/AMuX5YN3UZetc8osPz6s0hLgMiFIk/IiJ7IHs9O9K1ZTTloEaxWBgqOD27H3DCEO4Z5xpwnqM1d9LMU5SvbYXHL6ywK2iX6/GRx+dEFdfkKS1QO31WZTOKLqATAIrm4NRMfXGpbQ6v5+eySvoGHY9MZXU8038HKXM+yFJRiRZe5ODATNg9hhhFE3UHzkY/hDAHe/M3McNNRKSPfM4R9QQNYACoDf/2m3fzbZ8gl/fH7EurJxgit6dXp+iDiEh/yEkq6rE6mPtOUQd6KxGR/kR/14b+/NaORh8l5LIraxrJ3L1rzunBp1p139zUfZjjP3mOOYJi8tERzsVFQru7o/dwE8Ie9K5L3gmelzUD0qBD9PXXmkaPnjr0gkhlhhzZpeQW1mWJ9uuBIMTZc4gYSyC1HFxHTl43vXMXWAWSrjxgCUhFnmEGgIjI9q5673pTt10gqjzvaFRzenqy9HP7dzfx3R5gt6urqOZbQiI11DFYqR+O9Ltn8Pgho2bLvZMUlRV9/MIKK+xldrkeP9U3NwkmlbqZEpqhMksRCs7K8/E2H8O7LMYmHwrh7abr6uV8eP4R8vm+lVt6oKYO0e8uJ8tyTnkF3aJBmmqpvlE5HbeM6INTZX74/R/k+7ASPYG3rSF/5Ky4zS1TD2A9o3Oo177a0sji/FzJNAvk+qlVtSaSkfk7yUARUYwWRfjpM60NONf12ndAwOH3suby8KGZjsPZ8KstrXUwHx131ZOVxNRYNlfUa7bQydiAN2T09OSZ9vPFMed//YZGVM+Qyx8+1m0CCIJySrKISAK6asJ8HRJlAd0hmSqWx89Y8+Ac+UjvQwWRBO/h5o6J7KacSgxREwf39/qNmyIicipmTSmXRlLX0bGucWJFoiLLMyOY93NK7ioEVjj1KE2tTgmWynGZt1OCC1Ter5iIy2f4t3D4hccvrLCraMUffmGFXUG73BFaaFtwVHXTannkunAYM0x1HoYxCxR/dtaNGsphDyOJqZuHOKkPkst4bIAXO6vaYhp1NGWI8c5jYYhgEI5CEhGpITRm+M4wka0/qu9Gli46VWISQGkJj61WoOBqFd8Orus5fdYDEAltQ6YsjzFUs2bBS7f3FTrLPluGAmm8gDb8hhkZ3SNRCJqB1JRj6sLrsDXl3EjX9AxAlFYNhaOFrlu6MAXTJgqXa2VN2Tg4sj/S70nRmmq2LL45R6GBjBUDdNLCWo8sPQG3wpaWriWLhR50GNM8xLUVeFD4A4y4jFSL471nSMEYQouIlMt6ftOI5wjwDNb9+o4ZpMpzIcGMxcMJIMLUELSVkPgM37+v7c/NsRY/W21dN5u7T1APFXbIv2e6kM/Utgj5ObHMgvG+ygqPX1hhV9Au1eNP4RnX0LqrWYqt0WJZTSUHJVA4pUR9PRMltF9TeOlb+BwNoIc+NtRUWnwB7LGAR57hk0Wz03NDO92AN+319HNtXQtE29sadZACaxdyPMiqEBQSBIxG9HsnU+MxGUmQ8LHWBJ040X1baPe01g0tNEGb8LMv1HuMB3oMqvl+lQoLVXkSkGjqaNFFaB/a+NWAGnhop44Qocyhp+9ZGkU9/K5ag3bfiXolQpxNIdOaaIT1/vJLhcMyullp6LaRVZxMoWYUglBFaLRDlWZEC6nFUTUqvvrgVF0SfBCN4F41rHvWXL/QfsToa7b1WhVz/vToHjz9zp5GbQmhwqKw5efHhvZrIi2qDOl6EbqbZUZllwCeOHYu/D/E9aGlacPROYHJKSC7hRVW2EvsUj0+c0m+rSYj45lnEGtwka8vRlCPRcuO+mobDaN/9v13vikiIm/fUQBK7+HT5e+zNP26ULSlll84W87F6OFiy+NQz455KAE127sK7OjhmOdd4z0219RzbW9rrs2ckJN6SpYG/zFaQe32TRERefeufn58T9trpz3Qi8dmasqYswQhKDKCfh7zdbEgu3Xkwhm8X4IaiAsvMqemXdVEUWsgrJBAdN6h8IR6wU27xnKi171YqBe6AQELrk8ZFOp5aKKctVX1rg3AnznvgJHXYmGLp4CYhWudIQLwIHYiAISVrfkJJW/ZlxFa6yJv90p6fFtnkNFlCc9eBGVntgYnUwNaYjRTBT354FoF16V1gHWoEFNkRUTks3u/EhGRZ4doXQKIdHKoLdIzizC0hecmjhHxou1JEZuc/WOxgBhJcBbi17HC4xdW2BW0S/X4BMcwTwqtNylzYAJS5jFFFiDIgTdcyZoGe2tXIZCTnnqlDCAWwjXTzIAdWPlkXj0eLudZFHCgdJaIRQWGFzqHRNPmhnqtzpZ+UjBDROTGNQWGMBcj4ILXbM9Uoz1/rMIbzC3fek0hwO2unttnX5rjnxxqvliB6Mg66MS5RJMFFaXoBMksrJyzss00sVoyXQNGPlMIYsQBYNF+Bcc0YBMSYOJM16w7gM59FfBSdAA839QF3n9fp8l8+KGCnv7tX/4b3QeiJPPQ3LP4wiSeKXJ9euIKq/y+iXJysk9MT4loraV1DQK4Vq1oc3MPxB5EDgHugwOgk2/NI0wom4znkCSmCnT09/b0B7WaydsPDvR+Hh7rfXwOz//4yQMRERl0DSSYYKUtEMAYHVCyjM+RY82XyPIor5ikU1hhhb3ELtXjX5ybZs+Rw2DVXFCC1XtKbrmQTjrYNRXuFUB+E9Bw2TsngWVkTQ9ln5UwWMKGJ/AizL0zK02aQuxigs/QOl8Rkd19jTge3P8i/9mzI83bDw5I0sFx4ZEJxxURqSHP3YcQxxPkfCdn6tXdWhu/N31knvcJRC85YZecjcBSngw8dhKQI0+X+/fMQxtVA532kd+WqpA88zBzDhHYeG7LXKFmA+fjjfV7ur/W9djd1XpBu2WS2F99+msREWni3q0jeppNqMFveW94ckZNcT5zAdRUeHMvMXUZRgdcbwqWZA09b3aHMguGyxw54og+PIx+QEhtvql5dhFR8JPf53saGZGcJWJqCKwR7e4qHPrgQDsCz4EHERE5P9fnZ4j7zKg1h+zi7yCJTGSUcD7C12/jFx6/sMKuohV/+IUVdgXtUkP9ap18Z4RqCxNDRQnC8pTcYrDnoLBKzr0N4CmjwDKbErijhbsQBRK2f0REBgCbsL02xNBDtvMSDue04KshBNxmGGnFbRnu7e9pmLq1ZdKPEkAmAXTuUnDHK2gDOb6lEoxtBxihVUP77bSrYe8E7MLQNaFyG0WqKVIW30WIHC6HnCIiZXzXVKhki+IYvrcNkNGGBfMd9QmW0e8kS0zAIIuscJLHJfvOFYbT0AVEOGrdBhl0NZTd29G14yirHnTtmnWjOBvFuu75SO2I6jMAe6EVaLdIAz4/6TIQzGEBLFuG7oqIBGznof27EI6qRjgdvwiMYRE0w7aZUAcgWvq9fS4zpB0cCb4DfQRCwUUM/77b1ZTw+EzX67yjqV0JKtGRNZOCcO0wLCC7hRVW2EvscgE8KHxQ7sw1HQ+ZQXM/pBYeCkXEJJTRTlqqtJCbnC5PlemP1HvMQuutiE3HEyrN6ttxijZJCs8ZlI3HJAwzwzKxnXR0guGTgAbf2Dcen5WufIIOQEBTvJUDazxznCwrEq2u65u/0VCvfvJE3/ZnfWvQJia4tBpQzg2WpxPxe0UMHHYNykHU2GNkNJ9Tz8245AZafi4LZ4iAfB8FQAsWmixQfOOP0ApNcC704kFgbnQFg0jPAX4iOCdFK82xADhO3kZbJlJRe8DFZxxZMF/iW/CcBJzqY4juIiIytWDdeesPz1iG72GEwTHaIqZAfREYzfXnOfKY+jMcB4XH2WxZYbhaNxHL3p4WjDegrru6oYCws7MT/FyfJxsmfoLnsdsxP3uVFR6/sMKuoF2qx6ezdpFP1yrGE5QBSYzwdg0w7pg6YltUeVkxWmkZtfKj5dYKW14LS7mGb+op2lETUEhD7Js4GMsd2u2q5Xl6MdxJBKhrjO+3PcIJSD4leHbCfU9P9ecbmwbymsL77F7bx/H05/Ti1KDvjg2VlyQfBxBUtqdyenFgvAc9jTmetu9SQe2A7TEL5usiYqCaLj0x9RFtPfdcwx7HYduzVsLYcpwKqasiIlGoXmk46GIfXUtSU0eWJ66BHMMcnxRk5sxMvWPr/ElB9nIAmN7nakVPplxp4NotBWasr1NDbQJw2RjflwbmOcri5VmLuSJOeqGtZ9WKCPMlxdYHqYge39o018/jLIQtRIHNpv6t7F0DVNuid9PT9y39/1dZ4fELK+wK2qV6/Ah67mGGfNfKzXxAEEt1aKhjWiuRiSt4U6+uGY8fY0ruGHTciyIIk4Xx3qW8yg7Pj21zb4I3OT2GiHmblzjJBR46p0ZC+63bMyQaUl1v3NApMrdvq54+80dq9IsYvXwPVekeyD4xIogWopu1ufFO8xP1lIxGCOkkuaXVMsCRBfYbQq/wDJ5hNFEP7CNqKFVN5JU46kkqdT3fGN/DWojtyUoB835d0zkqzW5OHYXS7bmBpA57Or2ngvkGUwCr6rUA32dFXCnJOITUgrjCPBuOPrFAPwlAPw5z/ID1AXQE0Imw6SyMGJvwzNMJ9PoI2LIm3dByiDS1Gy9MtRXrOSK1NqcK43uoucd1EhGZQqxmPicwa7lz4QKUVa2YWtE66NuMQr6OFR6/sMKuoF2qxx+iX52yN2zJLHHqa3mhXsRt61vRwxt7FEEya+1FFdYQcEZ6eub2dh+fk20cSm6hpsCpPsx3Y6sukCA/9zzO4kNvGPk75ZfEmlnGXiohwqxir2+hmjw15885a3N8N8+JVfIhPbPlZdn7T+AF+TvWT+w5exVIYsW49qfPFUobo8fM2X/PDo1C7GoJdYERK/S6PrMQFF7vRY8fYPpxCfe1Ce9dAwW27Jv7UK0Cl4EJOv6cUZpea7lkoo+Uisv5PdOf55X1bFlDX8Ty7FjEEuTd0gt1oGypFqLnybkJoYtnAtOFJbFktC5+ust1CBYeMlsUA46YUGnKzPHTnucYQYmaNRvWBZLQWzqWa82kcPJrMRiRV1nh8Qsr7AraJc/OI/IKxBULaMSe+Ay67RXMDitVQI3MmK+ayuXNbe1x0gvmxAl8j52vp2BgkHrJnIk97ASeP5UXe7ak7LJC72XLHofIL/u4IeoLpAFzXvqjx4Ziy0k8pYaSN+oU9yTi7byPNTAkmkYD1WrktUQIVlABn1lUZ0YvrOo3murRtnZ2cFytmzA6ERHxZ3pOnNjCKGqO2kVoRURxpLUN39FrboGKGrj6PRkn7JbNPqxOHx9rrl9FVBJCYKRiXWveCwdCk14q7yxkJOTku5jcO1vup3OYDxswjtUJYNeBx6W4aeKir29tSzwA8RL8f96xAm6AmBURER8ISk5ZWoSc4gQkpSVnltN8K8zpIQfGGQ/phVqCGJRgmhS03MIKK+wlVvzhF1bYFbRLDfUFAI82Qs1jaxzT+ULDlTpD8J6GQ9dWNexKAeGNmuZw4SpGZ0cI+dD6KKMAFXjm+GPoxcd5IQ5tHxBMqFxDcor+Tj+jBdILFNKcAHBZhHOTiVHVCRfU2IM2gAddAVzrwda1fNvNFkZyYXQWx2ydHWlIWMHxZxbJpd5QKGc40utJcQsJW00yc0sXSGM4ivqdu2+JiMjujgKGAhCeqpbmXjhT9d4vv3ik5zQhQEiPMR4a4Aj1D5oNhKWZ3t9qCeuR6T2sWLr3MQaE1lx8J+pndUfvszO0xoVhzfyy7k+pAeroO1AwTq1C1xTr4CKPdGPdZhMQ2Ai+rjcyLdgAZCgGz2WMWxsAXDTrmGvmENFGWR/ENNDvm6HQy9QishqGMaDHJYDQZI4UAgXN1GI+sS2YLJbTmLKDQi3SKrsfSYJQ5hXtvMIKK+wldqkef2trWb/c1gZfW9M3MvXoM7xBqzXo6aPNYwNUjNb4iwQV/b31Js0LQvwdW3XLLRCrM5dPgjEkEbQJ4Qn49rdhrNyGRT0OBuWwxfNTo9vPQZ19eO8BdOAiFHBI4a1aVOTxDDBPeD0WMukFp1PjnThwNC84ApDyi1/oKOwNqN/YazAaacuPrUC271w8Kjeu34c85VAAACAASURBVMy3jUGwGQ4IU1ZPFsYaIdHrRjYVmYAprDNlETOXgCrjtUpo5WacGsTKF90gIdXW+rNF6aU+rgNTdyJGDwBSrRgV3AS/e/5MNfFLTaUpt7FNNV3Lt00v0HNYOPXyQaRQzIlMmMbnkgU5Rlh8fiQxz2lenEyXn7U5Wrup++Jz6/MeuUVxr7DCCnuJXarH56y4eU6XNe6VOVizqR5/Bu/H9gvzrrV1A9ldQKfNpUfBB9/C9huQQqz04RRM8HNV3eVxxLoNqamE6mIW3QVhhlzzXMzbvT9Ub85WI2foPXtm9NWorXcMqC7FQlLkcXyre2UDzxyg1sHfMap58kS9VWJFPYwyNta17TlCfn7eOcW1v3j7y4CRBvDeMY43ndIjG+pnlSAcEIUonDGfEoSin74NlkmXayx5fk7hFcsVJQ5bY8jlsf4JozVo4xFSLWJaq66LViZQP3yOWJeIrBzZQ9vOy6hnBwXmDhR6a2b9+Uzw2aKnz58NrJcX+C/sk7dGZ8vCLrZVsF+Ae1NBtMf7HUYvkqVoXzVF6TdZ4fELK+wK2qV6fL7hxshDqXgrItIQrZLO8DYMASqpAoK6sspJtVa+S0glvAVzJwo1VMsGREHZqZxMwbyRs8motGqDNdI8ARUREZ9AErwuJ2P9/lLZLCOnvNATV5HjR8j9mPOLGNXVGISk1NHq8hjkmiSjV7cVYaGcO+dcAFCQAQrxrHIv6aZ5FIN1OtjXyEvc5dqFiEgCSup0hm4HwqhyWc9xMTcAIR/e1APNmkch5ZVeN7TOP0RSTw/MXD9ld0VMxOKC2JQIYbH68zgllBdRQ2JN+xXeK2fpk7l+lJOxTF5dAyX44JpKYYWi9/D4TKO2s1NDFaanJzS61sQaMAL7CoBNHrnhkzBuPq/2tpxzSOIXp/ry78ADPHoZwINah3x9Kzx+YYVdQbtUjz8ARJU6hGUrN4sW6p265/BgEEOsbC5PFMk8i+6IHI/wUtIcSTu14Z/TkNVw5JLMycJl+SY7d7o4DSfi2x45PYkrZSsH9ziv78JUU86DZ94tYnI/Z4QpOxAfPR1qHWCOfG5uaajzn5wJR53+FWj0L3U2cPzhUPPytTWNmra2dNuzU40w3KqJjGbT5Vn0fEQqyNMXJROlxciFx3O9Ns4QyKe35nJU5vwXjAbIXsXpOvl9sWbngQxFeK3nLEOxnVwAxdLVp5AL6jKkSUfoEHiYklMrmXtW5fWT2IPogNN+5xaQ4gzEqmdHCjkud/U47EoxwrPrPvTaJOnkVHCuj9XHZ5AZVDSymmKGJMVlKqhn2c8pa1q26OirrPD4hRV2Ba34wy+ssCto/16KexxfXbHaPDlrjiEZwnbf56hiDLe0GHcM/xnq8bhsU1VKJhyqIrSjistIyIUmuwptGscsieNxdNOyIovRVdNzjCwARj7cED+b8ZpxTgRkiIicdzXU/uKJpkAc5zWLOCpKtxtY+mpUwiH4h+vBz8BqI21tbi5dW62GwZcYHNmH7t3K6nq+z+429e4BeUUBr17VNuuzkVHTIYc+jfW8Wav1HIJQqIr7ouKsoHBJLT+XbTiLU55dAE4lKOZ5/MyLi6bQxRFiZTw3BBmxFsb7EFnf41FJCWrHXhnPExSNYwvVtb6la7qyrqE9U65TaC0mJ3qu9pjsTdwHD+fG9I96DgR76XnqibZbuj+BVPweoSqxpUFA9SVbgPpVVnj8wgq7gnapHn+GN1s6/QqVElR7KtASK6N90W5xhLNuawNsArTRyNlnkY9QyEVkkSsAhIgi05qx7avBD8vvxbydFFOZ98UGClV7yPH+8tFjERG5+/prImJUd0REzjvq8U86gLgigiiVtQi0SDhI0kQ5Jyeqr06AUMUqUomINKx2J1V6SQKZwUOTC99HKzC2im/VwECiRYynp8Rb2RpJXaqDIBRDXyFVl19GsSkiUMv2RHD+nJDkokVK/T/XGoPOtimLY2zVEbCFQ4i7hLNG5IZHO0CBt4oWWhnDQLPEePzNHSVONZrqZVFrlVmuDvxi64xem6o9LOrxvtte/P59JT7R83Ofel3PxS4E0rOzSFvGQNMSnt8UhWtbuZiRg609+CorPH5hhV1Bu1SP7xGPCTXQhZWvD4eab/rI2+vw5iscawyK6nRmPHbL07c4c/s5WlHUaLd1xn0CLDhK26XHWX732a0ntkzyvN9dbvkx+iiVDFeYnoWzz37yk5+IiAHrsA0kYrwCwUTUpZ8AxHGOKTxzS+t/gClBfMtXSpxxR/05s+3ZyZGImDbSeEQdQF2flrDdZkA586me9x6ou7MZ5hL29FxbdQsGDajraKjny1rByREgqcIazhLzSa+ZcvQpp/FAx98x609d/VyTjgpIudT/hd+LSBxDSxHPEaGzc7RtnZr+v9o20O+9A1VEroI2OxzAmwK4FbjGk5o22jJQh600tnZ5v/Wc9J6wFchPtuHW102NpQ71n5zeC8+fq0Hx+62JQ2whFySdwgor7KV2qR6/XgIdEbPhHj19lP9ud1PFOdbWFOASQV88wKTYDvLh7YahSG7s6L/7C40W+NYlJNgG1vS6SkwhsIPwSXr+BuoCM2sKKav4PG4+nw5VbOZoC2sf6qsRqPPZPaW53n5Nc/xmo5FvS9ptCHpxt6dVZXYE+H1HR0f5PpzySsgopwml8NqeYzolKXQEpxP1otT0E8wjmE71e+h5RES8VI9/dvwA6wJlWPy+bG27ibluH7yvHvP5c9UTnA70HCaI4myhD643Yb5E8wb5vbLqJpjQSzIQ13k60QjDdyCGYQlxLDCjsIrcmPP8Jsh/OY/vjdffyfcpN/U5GpLyXCbwS7cNx6aTQdo4q+o8Jz4j7ELxU0TERWRESnlOx8b8u4EVmR4daw1nZUXPifWqAMdPgHjyYvOn62ecIWDuzaus8PiFFXYF7VI9fhWki3Ckb8mDbSND1WyrZ2FvuIIeKuGxz07V6z3zTI68XlOvWoL3c2IKT+hbsV43ueXKqh7v/Ey9EEU8mB8yPyoHVn8X8E7mesy7Lk6otaGSJgcE2QVw2U8++URERPb29vJtOS+dsFuScSJEGvQIpImKiDQxaaheo/wX8A+oP6SxqfbWGssdkdHgHCep57bahsKtVddYX9HjB/mUXL32OqrKu7u7+bY3Dq7rlWIWXOdYqcHboFh3TjXKstrseZ8+r/fgM5yRbmy81jk8LQVcysB9jFBb4fqkljhLADJRCNxw50iPcffd90VE5Padt/VYbZNXn8HjzlHpd8rLZK9NK19npEhMivH8M3zisqyOD58PVuw5FfnaNX3+Z9ashUdPni5dWz+fOKzrsrUORWbrnCq4f3al/1VWePzCCruCdqke38VbeA46a8Mz+e4UldR8Vjx60BEmr4aYJdbrmnyIxIXddSXyeLEef4YcMBuZCjfzxFKg2zQb+lYnqSOvolpyXQE8I3Nu5lfMWfOpLJZHiyC5RDwCNfGfPn0uIsv93RwJGIHcAgZOBAhcgAr35opZJyLPWtCnb2LGHWsXZUvmil6CnqZ7pnWSCTxMDVXsSs3k4O2GHu9gX73RKmou9Sr74WbbtbZ6Hc5EWGnBU4JwVeOaW1gDD16bswSJfpwjNycKTcR47y6ESli0zqfPAnG3CE1k1xtAsx4dhR/93n8oIiLXMMuwvakRV+qZcwpBgyZ5rEQhF/x1jEbmmbsogMFzIsKR95QTmkRMp4j9e0Y7fBZC65oZBXAdWNsioeohoiD7PvC4jZbpVLzKCo9fWGFX0Io//MIKu4J2ubr6KHysNrWwEscmxBn1MVATbZe4BKIEVHTeuvOuiIhkVih+jhFTLnT1m1VyoZfVdUREAi9b+oxQjHFdEm7InzehHMdge+FyGJdr8V3QvRMx44zYVmLbbToe4py7+bY83niGIhIgnTdRNCPv/PTUDLVkEakGIkngaNi+hvFYq21T9GGI6UO8frGGNiqINj1oH+zsmIKd7yBFAVmKnJ9GTUNnjrPWa9Nr7WMGQhUbb2EU+Nm6FhP7A4uEgrVahJrauVDXpS4fiSwiIgMOVU1IMoLyLx6bc7Q/bd2F77z9TRER+eGPfk9ERG7deRMXptcV8v5Y8NYYx2fCwFTLAUjGtcL7vCjMEVo5tx5EIqy5DQEPXYwfQ0GwgWIkC5mDgUklahinFgRUBbohIiJ71/SZeHD/V3r+VguZbeARFJfeeF9eaYXHL6ywK2iX6/Hxpl6FXvlsbjyBV4OXBhiB+nYrdY0OtkCDHHQNmGKBAZpT6ukRCoy2Rqdznm+bgegynxNmi3YV3tj5eGvrTepdUFQt+8vQyNyjWmq19PCE7BpSB8dZJy9sm4bqeSFgI03Qiam2E6ybdtX21m18p/7/8QMFCG231EOsrpqiD7+7WcZnFeeP0dfPnh+LiMh0cJLvE86gA8joBgQfKsNatUNpwgOTFlvJqdQYognPdt4xU2tqFS1KcvDoFFRkD4VAz1Jlur77hogYKjMLXVT8ff8b3xERkR//+Mf5Pq+/oe06Upufn+vzUgcBp1zHQMzM3Gd6z3m0rHqbg7xewnclRDr39Oky1FZEZBGS4qzPDVuB+bj10GxLUBhbgDkoB+ewu39j6ftETHHVHij7Kis8fmGFXUG7XAAPoJARNcxikzs1y6CQ4s1WBtW2VUN0MIby7MLkTmVM1ymX6OU4ahkKqHWjJdeDUMIMgh4h3nn09FN4lcnEgGUctHyobZ6grcdzZA5uA3j4VjeTenQfkmmiyCZ8IMoJ9Y3dxGE2WyC/AHocWS3Aqqvr9PptbU+9d1vbUxFy5swixOSKvFUSn/SzUXtdvwdzCQkaERE5PFSgFPP+xnX9vsBjlGMp5iIqYH2EcNZBXyOY7W2tWbDtKiIyW1AhV+99FW3VAG1WmyJ80tdrKiHSev/b3xMRkd/9D35fRES+9a1v6XXVTV1jAO+XpvDoWP/OEFBnai9aUZpHDhZ+FyEqDEBmGgxNJMD9SATjuXFCdYzaga2ZP0F9h9p9EUK5NkhNVNAVsWDhJOcA8JThuQoRyZQtBemdXW25Xjv4+n/OhccvrLAraJfq8SvwoGFErXBTjU0zAmn0TV3DNFJWmefwBOWy2ce9kE+VkCceXFcvuLdlYJlPHz0UEZFzVL0fHGkEEIb6NiZt1yb2kEBCT8/v4TkGF+aliZh8i/lhPtXHoba68ZjsBtSR068gyW+USQeFOEVsrnkx1q5A90hv3f6uwlkbmFhLApGeF+oluM0lT699Y007ADtbWjc5uGaq+j/965+LiMjJia7P9raCo9YAeW6v1PNt6XVi1E+iiBJo+vMmJb18s6YPH2l0MYScWAmekxr5NqT57rf+sYiIfPDBByIicvu21jeo3kuv2hkaqCon03oA/2zU9VqfH2k9g/MJ2bUQESkDJFai8AeKUbxVtowWIeVUxp0D8s3o56uq+owI+fzk05UBBV9DN8c+TsmalyhiIskSyUe2GjSijlJ1eZ+XWeHxCyvsCtqlevxOR70V36Bb6+ZNd4aK7Rxw0nmd1FHNt1ZBc62UzLuqxryZoo/QuSes0s696UneevOuiIh8iIkk9+7dExGRx4+VYHJ4ZCrcXcCDI3QL6L3LEAnJK/ae+Z7xBBHEhbl0fJPXLGksnqcDnMC1HfXeG+uYrHuu/fuK5Z1C5J8jCGUm65pXR/AeS7MKIHLhQyeeOXgXM/SqqX7v++/czffpnGEiD4cLo/rOvjIn4trXRG9EbfkuiCXk4bz33nv5PjdvKT35BPe729eq+3lPr+e73/tOvu0PfvyfiohIm9iEdFnWLENEFFoSaxOQfXx2TEihBqml1oR4Za+T78OuAWsg+YRdwm5dE9ExynBRo2Atimvg5JOOzT0LaiZKEhGZTjBRCtFh1aJqs4RCaHM+xQnPCiXK7Mg0FxANzXm+ygqPX1hhV9CKP/zCCruCdqmhftfVEM0Bc8rpHOe/mwE+ut0AGyzTkLiSaCi1ugJOdtsaixWhqNPSn2UIs6cIwRuOQZs4UFcZ9TWU37yjij/ffU8LRq9f0++12WEMKe9/oWo0j56oYu6YwyjnbEuaa6zkeAvq9IOhxvFSqQlLCRx57TUtrm1tacjHbCCE5lyQmfB6jJblDMWxpw+V9XfrlgI7YuuaGRbGYBVmKEitQQGJYSoLkSIid/e1iPfkKXQPAFGlKk0WGAZYiliexbYyUqudsqZyYzAtg4oJS6n/1wQn/V//zd+KiMjjDlqXv/gi31Zq/0KPt7uP9dFCYw1aDeKyoGmKewzPEzD2qOlHxh0ZeI2GeY7ihKkb4uwKQD4ceZ2a1lwVa8bCLAe/Mg1srur6kK0nYlh4NXx3ipPgMaaWwk+00PB/PtG1IwiKaRQ7iy1Lg8CrmWv5ulZ4/MIKu4J2qR5/a1vbOyXorYXWmOygCmAEON2c+nLtur7td/bUQy8c415nfYBu4P0yeGDngocTEYngyWMUC+MTLZzVa1r0iUL1DNtbprXF0dB3Xn9LREQ6KEB1O/qGpsb9cGiUf1mwySf0UBGW7Rir4MgCzfV9fZvTGyYoJpZBZgosJaGgotfqQKFlggLbl0+h1bZqwXvRiitBS55DPmlOWT1bYBWKbt1SYNAY0Q69Er1Wc8W0thr5+YKgAi2CEgpbVJrNB4mKyDEgtH/zdx+JiMjHn3ym5wL9fpt88vOf/VJEREaTvxYRkRq2+eDbWgD84Jv6aXPTCZxie5hrzFYaW7Pk8osYLYOcS2+pGossqwJFgPVeVMHlGgTBi8W3vO2LKND38ZyiYNewinvcL4eQY935PR5Up9hWFLE1AQqV3cIKK+wldrkqu8CkLtDOGE0NlHO9rp6kvQGgSJv/15xpCkLPcGpy5C5aMr2OejsHb/MGlXMtii3JJqcApnhT9d43bmhuTErslqUDSO9dQptnEzlzBeCi119XEkk+10xMaygnePjL71Yb2MF21wwePp80BM8TAJRjj1EOHOSSaKvRQ1KrfRiafDEE+Gl7V6MlF7DonADCsc3W+bXberybN2+KiJkx1wfpaBEZZZld5N65hjwJK/C6/PlwYrxTTigZT3H+VKzR//s9c/6HD7XFurmhkQv1+//lH/+JiIj8/Gcfi4jIt7/zvXyfu3c1OmtDjcYoHmHenkcglXk2slw/H+AbKDt7aNl51nNEj2y09zA3kArAiJS+aow1iVoXVZvtGkuak8a+GhDUauTjhcz5Yxv7OK+ywuMXVtgVtMvV3PMxfRaUyMCayuJWQUX1NZeJoLbQGVLMAbpxlmjBGBHDGHPkGpy7h4qnWze5E99xXXis7pcaJXBCz503VOij1FzJ95gDwJPg7cu3MI+1mOv1OM6Lb+wh1HUpMVtHqZ7UVRFT+XVSTPkF1JWTdQgGiVyT92YIEwjpzNM6eKXDQ9MpOTzVKIBU1FVQmwPM5qPunbkukQnm6VEsormidYZT0KHH1rTffk+P76PTUEYuX8V1pIjAbLpopwvgEaKcOgREjrqYGnRigDX7K1r5nxGUU+aUXP2eBw+02/L80Mwd+OY3tfPy3e9+X0REdvc1KqEHZqXeJtHQOAWpWl6OphZWbYQBm4P7QG9uBDlwzywwDWfaJSmfF5wLPLU9Qdnk6RSI8Zf2mYEeHYbm/PnvagHZLaywwl5ml+vxPVa69U3aXDMVaEIgz8f6xh9gYkypB818nOpwYEQdSKFNIj1eua3HqzZRra4bqGQGAk9zV/PFs5F6nieYUrNAymS/qetQoU1BQhkPl+G4zBOzzLxp+cJm1XWAaTJz9GdbDXNOVXQufIf0YnQ7MvWUJL9QEVhEJIp0G3oJzszbAMW2f27e5RkEN1wcjzWQFFOKcla0lS9elJviOe2AYjuzOjER8vMAuvr10rJ8Vhfe3RalOMakmHuf6wRZB5TaDNFP3+qQ+BHIS4Brr8Aj53Pk4BUXlvf77DOVpuJUn+997wciInJwcCAiZi5AxZp3yIgiZi0FuFknJSzX9MmTVNcuJ0MhOqvg3Phs2BV2dgD4x5YgWljg+yJr/Skv1qgvT+xh7WARD5fWQERkgXWPQxMZvsoKj19YYVfQLtXjUyiyO1Svnlhzx2tAhoWoMScgXrhjPcUm+u0WIEoyzIujSAQrrkRn9WemA0DP2NjXCvdr4Fx20VeO8L3Thcl32b/lnLfAJ1EFeR3om5yII2LyNpJxUlFPMBrq9xyf9M054fJXq9BFRz/XVP7R9/UMcs8VCkNikgtzzhDzAl3TAeD5l6HP3wg4LQgLFLMibTxyDxEVPc90ClwCvse3KsceCFMZettnqGuwB+2Chh1nxjt1oJFPH9esI+qbICqxJtOyA8CIgYfhdFmKYdhipyGmDk2mepy/+Mv/V0SMx38LVX92LUREVlDXodwbBTNSSqtZohcU9uTaMvJizYC1i4olrlFizQMRHKv7JEDZOX6OQ8ACUcasihrYxIqeaCmEPqM4fOF3v8kKj19YYVfQij/8wgq7gnapoT415BjazOam9cRC2saGknGoaS8IU/sjaKi7FtQSOu4cPe1CM3801xBxZoFNUgyVrKMA2IL6TIbCVIzvScSEUgRnZCB8sKASBASBYISTVfC6qLlPEAvVaadjiy+P1GfSRxEMYbVfXi4QkbAhYgZU8vh5kQdh+0rT4vsjHCWfv45WYgMFRnLXhwMDsHny5Bm2QZFpaIqpIiKlsoGv8lqZb4zRam22NXRug1g1t0ZcUS3m+k0lR0W+nq9zrvtS60BExMM8gMkMoJgO2ocXIMGVqjUyGr9LoLnHdODZU1VgOj5UUtPNg5v5Pu+8o63cWzf0nBpI0xY41thqd14s3oUXWr0XgTf2tuV8dgA0EOvLxUp7f/6NsEWXQ4+z5bah7q+fRXGvsMIKe6ldqsfP0B5pAY573jeebAHP4pO2iWIeQRXDGcZbz8ybbgPH2dzUzxgAiSEKXQuLL7tIqFpKeiwm6VT13TeYqcepWQCbMaKMBMWeGlRoshRvdUBUM8d4tDI8IslAhNuSFNK01FgiTu8paRTSxxokF3TYbQBJCW9+KgizJeRDr36zYUg0LEAFLE5BdcjxMZHGJbDEeJwaooHnaHNOv7yP71PP06yb1ha90saqRk/rUFQilHc6J2DLrE+zpdHAdKjeqQM1IOr3JQtr+lFA74l1AKDmBCPTBxNdrw2M5RYRWWm2sA/AMXMFJFHP30FF9dHj+/k+PbQdT080Ar175y6OqwCir1JRptFr59Ob4IltUBQh3VmyHA0S/FOv2zqG5aX9ec0sYJYsijONkZdd5HyVFR6/sMKuoF3uJB0QPtDVkJVVo7nnIxebY2Sxi5lwHgASk5nmv64FsPGR0yNtlBqAOywDpJYGPEXkJhBtaNT1uGeYO3aGaTLba0ZowvMJEEEEkXCqDDTaa5iEYk1gCQEmii7MVkugpe5Ysmj0yDFIIs019TD0BNTtTyeGBJQBmhujVebguirwFInVOmMriPPYBC3T4SzCeaNm0TAe8ybyXJJbRiP1qhztbJNbtuBpCYpptHAcnCOFOvoDA8qhrv7T5yr0UcMzkAEYY+fGNXg3B+3HPH8GRJhz7E5OTK2II613trS+QCIUPT3zYZs8NR7rM/CLX/xMREROATK6c+eOfr77jXxbeus0p9jqw8ZWLPN1Am7sa2I7LwcgfYWn5u/YTr1I2qHoSWqBfgi2qlktxFdZ4fELK+wK2qV6/H4PXhsezXdN7uTTg2EaK4uWI4A4xqjserHxCCst9WQTVPEPu/rmnwDEketgiUgZevA1V/f54kjJP8MzBRNttiC3dONmvo/jElSCtyuIQ1XAf0Pk3pHVPSCUM70wby2ng1oIJDrPGbzPFAq6c+R1ed4YmLxuDrGRMToCnLDSyDDNtmmgqFznyRxeA4An5tk1SEz5lvDEky+V6sqog0CX/T316tWqWVOiTEoAtTCVnyKi6EEo5eGTw3yXPjoIN26o2m6E8OwBtomtKC3ylmcTstPAc/MA3LK96wAAJHrIbdCt/Q09RguAocC1uxP6OUdd5tmhwn076CJ8ev/LfNt33nlHRETeeEMp2ZWKrjvzeE7JsSmyVJUe9vXc6NW5jV1DYI2AUcLFCIC0aPv54jZ2pf9VVnj8wgq7gnapHn8MAY5r1/UtTDKNiJGoiihAiDyaleOUIE/rrZbhpTpA//vwWHu0WcDJNFv5tny70juPQAIaw8v2kRtSmFJEJEa+znl7E0Bba+itVvEWzqzev7DCj88EEUoCTx3bkEt4hwSTglO4zAX6sbMFp7TYkFQKM+j/SeUtl/Tni7k5vutwzpueZ7ut9Qt6zONjlR97+PBhvs8UMmaUINva1ry9gijn+Nh4b3q59U0QoBCBeY6eU9TT+93rmxrFrz7X76qv6DNQQ/ThpNCPt+8v/m0+9ecXoylb2JIz+PizY1CTKYyaKkcrlyUTEQlQexqDkpxPs0VI9vTJo3zb0xPtKHx+79ciIvLmXZ3Ouw/6bzkgtsP01EN475U1dJ9yoU5M6bX67yYKqOA6liczf9X0povr9HWs8PiFFXYF7VI9PqvYLZAiMkvSqIfJMKxkkxxCYYgEb8daYE55gT76FJNiidSrAQNgT7OZYGbaogtkFOatTceYv8apOVbXICA6Di9STj1NgNSjEEhoVWVjWUb5kW7sYqabkyx7KxEzv49v9xSYgxTHtRFZoxHqCiBzNIB4ZM5qyy5zCusQMtfHzxSVx5nuJMFw7ryIyCrETtkcGEAA5Qx1k0HPYC/YU65ABNMvaWRxDKn0X37yuYiITK01ZSeng0r/M9Ra2AlwLGFLUmDZ2yaKzUFdwMW2vvUY59EALoAzC0+O9Rop32UHDexKNNuU7dZ96Ymd1EQUISLQ+/f02h4/VuEPzvV7911FAW5t7rxwThTRoIgrkYd2VZ8EoTme5Ys9/4DPk4UnuBgBfR0rPH5hhV1BSg2gwgAAHzFJREFUK/7wCyvsCtqlhvq5uihCkx506kVEniAMJQmFocwMxJ6YPPmqaW1RcZdKNQGKWPWGhmyOWGEjVVogOzMYg0s/0uMee8qXH1hgk23o0VdArhiBjDJHazFDHc0mA80BoWWhJSBRBu3KsqXn7qMAlYnuP5ngcwpyEKqXHH4pIhJRFx4qu6vQxGuv6WdoQV6/OFJY6hkALiWo6XAqC6HAXbStREQ2VkCeQRFxhpSLum6eBXxZ39CwvbWix5uFuranSJvOetq+csumxcjO5HymoTcVYhtos9ncdIfMJgCcHBThXLaBsT4WIlhSpFQRlWeB4IkRrp919NxGo0/yfY4O9fr39zXkJ4TWRTvXToXyAin0BYcgJn3yS50BwHbi3btmECkLpXUUs1mYYypasoA31FtMLqj1Xhy1beG0JOPwVYvs8yorPH5hhV1Bu1SPH6E9NgEEdW5p5GcR9dUBQUXhaAsz1ljgsdsYKd5wIQpmFeiUNZovzi8LU5J0CJ5o4nj6Zu2codj09DTfp70PGiXm39XRvotjTDUB3TUzXyMZYMS5kgrOl+3JiUVRpbbbmdvF8dEOAyCG45RHEwsghDlvCSKJs5FuswCFlQU7EUvj3aVuoZ7v4bl6sAW8q1s2xBu2mNqYT0ew0nxB1SGz/h5JSx4hxlBIRmvuxu07+L+JvM569/Av3YbFSHq/4cyAcah1R1UbRkCuQ5AXZ3kbT+fmenxQ+EVRl9tm8Pxdq8V4dqoFxsMjjYxuXFe1nrU1KvOY449QKGWBrg3gV4hn4glao5xzIGJmNnzwO98WEZEtwImriCwy233juxgdMJpZAJDkA7S0BNnliO7C4xdWWGEvs0v1+FSePT3VNyt110VEalV4JeY08PibIIKQyju2PML5ub6pZ3gb1nwq0KIlYmmnj5i7I18OYxBkIvUAM9QQuh2LELOrvyMApuor6INQ3cFE6wJstYiIwNlJqQQvBQeZQsY3siavJjiXtQPNq6dQDT460+M+faLr1B+avLfVVG+xjTmEjui5jftoS3aMcAajo3V4rhjeZDRibUS3a9QMlTeHjMYUfdMPD23URtXk66uIxnx4/jHqAWfIiftDQJwtEtCtWwrVXUVbbzDQaz39/9u7st44zit7u6u7et+4tiiRlmTRWsaWbTiIhUmADOAfMK/zNx3keTBG/DCBEzuWZdmSLIkSSXFfel+ql3m459R3W3Is54UDpL/7QlGsqq7+arnbueccaqSVNF6r29XvRI+WI8QYw0cTjOsOx25NCWmOQU9TwJbbZKcFJ17GgccGqB0cAb59BjWfNGoiN686daUi60c4T97TMSdhfA9achNVBDpFzePu3bsiInLrjrb+8nl3LuTeD9CyHMPls7YTxDB3qwTEASTv8b158/YLdqEefwRgyu6ODkFY4AIrzRzESJIzHTlnAyy1rY5RcgFxRYRKeojXbgMerdt03nsEEEkehA+sfvMNSoqmbNqRIpTA+R5gIGaMMn63y8o6WXjNWOVkFl4ac/DDaxVCw5iLavUL1Ai+f6agkL09zQ8L0BNcWnMKvolAc8shSDX6GM4hv3sy57z3COPCfeTYNXyfOqrwHcCW6Q1FRMJwViGGVXx6SqvWQtZh1jOaWPd96BPu7us1yxZcFEKW2jSiBKrzkrefnl9E5MWxwmP7oAjrggotifx80MeYdN/VQFwuPzu4MiKSOcHfnUceEqgDYpIA+zAC++abb+JtmZ/X62siIlIECIdqSryng7TrxFBB9xzEM19++aWIiDx5qvWADz78KN6WQKAAA2bk9ue6D7oEIP3zoB1r3uN78zaHdqEev3Gm75k8hmeiqfM0A+QyGfDddyJAdaFbH4ygMmOq4vQEian+Leoiv5uQbMN510xFtzk6ho48PEOuqm/WBVBiXVk3+VaAivkU8F5Adam3NwZOIJ1yUcIEtFxxvxU5m2C0N2lXHG/tB98wt9RuxMa7mgMuLKtXoSKNiMgAHZE0BnBSUMlJw1tFgaEByyJiQZTTaENxCAQjWexTMF2JIWC3EXEHiABKWeT4WTdCmhkBujxQTz/tgj4NkdH6FY1UwoKLQhqg2jrYV29+cqDncKWu98TvPnHeb3lH94vQ/WjC27Eif9TR+4d6giIut6fnJTyZkViQeNPXDREpJnEfJdK6Bj2MMfcm7qKd7ul33mno+W+s6bldqmvEUgwJIzZkmFinxFDXhbWDxiv1+P97shtvu/NE1Ztv3dbx33pd15CYhgDkpGND7RUrFf0M5/4/Mu/xvXmbQ/MPvjdvc2gXGuoTrJHOadhyfO7kjQeA3VZqGp6y2EcpIhZPWpDNFnEhzghhz/mJhsRsXy0uXo637XKSDtDTaV9DsTCZx7lpiG8ZTxkuOnkkzM/zc1HUGtsZcoT2/BmHmghXh1MDQCIrMEL5HApf169quDdBOJ8UFyqnIXV9dqDhYVw8jDnxjGQ3fmY5I47iagsSZiAcloIJ3wtZij+yOEZmWMhxmeJeCjDSIebyz1BMrdW01dgdA1JrJsnIXEP2Yd6An3zysZ7z2IWrz/+soTCFPMnpRzAXpbT6Q7dPE6Kb5AxMo4U5xDUbokDIY4g4ZmEChQgb5u+plFtTXj4WnfcPNXUc9PXzFsBJUDZCpxQeHYMjMBhCaBP3dhC5e+LBAxX9fPKTSoBvbup63byj0l9Lq+s4EZfSBclf38ajeY/vzdsc2oV6/ARaHAQ92LdubVE9LocR6FWn5OeDZ1uruznnAAW6ThuKK2CEPTnTqKBw6Ip7ExRqCmXAJAMKGOrfqzWNRipVN88+Aagn5rVHMY770JuPzduXoKR4pp4eH64iYTw+h5U+/Y0W83b39bzPD5XlprKsEYuV1h6BMajMNtJYz5EDOGHkvFMT6xKi4IRNJOK5oOCVMQUv8geEgDvnQr1GBYBM8sbj0yMSFnt6ou27845+9/o7N3TDwEGCGeVcvaZRzd72loiIPPj+voiIvLPuwDK3b6m3e/ZcZ94JrGm2MCSFgafIcByM0Zqbon83QDRGgBgjsZGJLDgsRWWmIZiYqZhkj59IzXImMLKY8H4lo+7UtXgLWV2z2DMj2umjKGqjtAD3+RTX4aefdNDq5a4Osb3/gTL+bmxsxPuwxfjPtPi8x/fmbQ7tYiG7YMrhsM6VDZeDr13WdsjOjsIb4zFQMMt08LsFazSRU+ZCfaNyGKKPfKs3cCCNMjTlCgXN/xsYxSwg6lheVvipHUJpAjQUoYaQhmfs4i2fwu+TGZlmcL/jO0rMv44c3Lxq0/Sq+MxSqL8/eaqDLDUASP7N8LpPoC3XBDgnMaUH0mPQu4g4QE2/retUyIODD8NFZQREhdCdFBW08zhOicAm/D6ZuG0b4ClsEVQCL0Wp7dYT9VYrl513IjyVbL2lkkYzZbReo5GD325cVu9/fKw1kPFUv0fxkkKn22Dz3TtwoJ9zjHq/zjxbgMevgWXHDjNRZjqAH8wQPINjRB3DY0i2ZESinK8hOzDBYwPTWgtTrZlzIPNOGte7Z6DlGYhEEPTD+hLBP9/g9/a5a/FOb2v+z5rHrzHv8b15m0O7WF79FqrXzBMN2ISMrSQ9qEADjSnxGQYcjEydTCKw0k7BFw/vEWbIRe6q1VVU+s/OSKqAARl0D6pQ0Hm5vR3vs/VIPW8VXmoN2nAT7EtetLHJF8exx4ciEGrr0yTVbd27NoFiQRvQ1NapfscrGMBpInJ59PC7eJ+b792eOe8e9OM68GC2blLIQ1+PkGNUv0MAbArI31drhqcPQzhljIWGqGizHkDufxEHxhkAVJXDOm3e0HPbPtLrvb/vlG7IScdK92WAfC4Dsvvk8cN424MdaNnd0MGeCaK/FmoXPyCiWKxV432GOD/m3qurWhMaIWIsIIKx3ZsTRAld1J5YsglY3zDkL7SY8y4kbBl5Oz6nbQhFWDfhpS9D2ahW03uuZM6lDwBSH/WSEBEeOwB9MD7/+PB+vE/jTKNXwn0//MN/vnG+b5z/W7fw5s3bv5xdrFouqIwEFfXjY0dWMB5rr5p850ugkhqAhiqfcbkrrY+/kZF3ZQU0VFXojpnwIIQKbtBBpRZV19GUire6XbPj6gKH8MDNU+jWo69+ZVW9VBtdBA7biLieb0JYOZ+lRbLc56wAX0K0wd5wCB226qJ6hhevXA776Ef1iBtXtJ+bw7qwwm6Vaen9WeEOIdyXR5UfgZEUM4HZB39D3m/QvCLi9A9EHPkE++ic5K2hXpKpqOc/OD6L92G0lwN2YATu+r/97SsRETk/czRXrZYel5z1rZ5603icG+Fgtexg1rXKLXwOVIVBnvLXr/4iIiIDePVqzeXDKZxDjC0IqWKLtTV1JXp26vYlgcHmukyE47TuOo/iQSGoIHX0vm8gSrtUdxz/S+Dez6RJK8ZOmH73DGs6hu5tD0NvjVNdu/+St5v3+N68zaFdqMevLapno7KrJbBYX9e3OpFjRKLttPRtRn35pJlyYXV0PNb8h3lbiOr10ZHLLV+8VK8zYt9bqOSqtYUdqMr0zh0dGCmwJvCmbYzyJlDhzuMcp0YtN8Igz7DPci/zf1BxWeatKdF96oU28OZ/fqCRxGJN+7P3Pv003ufb++rxn22Bzx0oP/LRJ63aLMZwhz0SN+qHExcQBkOcv/Me47RuOxmRpHJWJ2AYGQ74/qyGO8kotlEnyQJpdxPoMxEXhfTBMd8615z15UvtUxfzLrK7c0vrGawv7L7U4y6taN6+VNPjP/jB1QU4Knz7jpJdvthSBByHWupYr7U111Gi0u0hugeHQFIeA5WXMVz/I+IAqIKE78z1T+A+nRjaN5LBUndAUqhN4Rh7UOcVcbWJpao+K1XgSvLoXDWbGi2UjEYioxBLCvo28x7fm7c5NP/ge/M2h3ahoT6BEVW0MZYXnagli3knhxqujNDWYBvvDAM4VlKYLY4I4fv2joa/iyjy2VRigHCc8l2lEmSHAT758dGWiIg8ffQk3qeC9tSHtz8QEZGFuoaHRYTgEWbjRwYoxOJdHP5SQ5O8aDO6hiigTQn+0O9aw6AHW4MM/0RErqFls7ursN4fIOW0vq7FvmLJteYWKgArAewxRGErREEwnM4WyUREJmAdZvRPuWlKdvUMb38T8/CELLNwd4IhoOtopdWNQOUJCn1Z6AI83NZhowzC4GUjPUUegisbGFpCyHx0oKExW6TlgivuMZVoYF9Kr60s6z1RRIvzpREK3Qcj7iLO993KVT0GoMi7ZltyArI1Nx0x1tcfKQJ7TE4XYZsBWKBSAFClAdaxEmxHYEBuga9/paPpzBK4JxeQpnX6Tlath+KqZUd6m3mP783bHNqFenwOPWTRLsmacVDHTac/v/727yIiEg3YslNPZN9qzbZ6SKqXLLB4CPgnedFFRGqAM756hXHWuLAGnnUAJjJFNwK7cU2LUu9/pMW1q1cwQILogdLLErg3dgCO+iyKbD3y6kOcc2qKbxzOCND6S4P/L0J0QJDI1LyfqSVQIuswmGj//p0WuO7cuRNvW4UXorJQkEXBjuCikAU8d04y0uiiiSInvQnPod2zxT0MW6Vz+MmxYv28DXAFpkIHgFnGdXhwX0FJg45e308+/q0e3/D/dTsKbOoScoxR10OwEHex/mUjt87IhwWvDngZl5bB1oxo6tAU1J490+hpD0CjjWsaVVGfIWXUgzqAUQ8RAaUQYQRURaJktel7EvCVAWS328ZgD2Hcpu2cQF95gJBrd0/XgNHPxiUFOi0tLbnjY59e312bt5n3+N68zaFdqMenCggJNCzvfbiob0NKFhfxZm5ClXnzpuZ5BDaIOO9QweBFBq2gJIA2feOdTo71rX50pKOvNTihFmCnN66rd7/36e/jfdYvaU5fyevx+eZuQhsuCQ8nJkebTGdlrOkZkJ7OeAJqnnFwh14qldPzp1efGA74PrqDCUQHTCXZRnr+4mW8bfmsjO+hXiKTZp1Bc9cEyDaGA3cdegNw+mFIZIDR5D5y+67hPCT/IbUDGy2QUkCfkDWcd666yOv5Y4XZchjl/fd1JLmPWku14jwZB7WosXAbwyh3P9R75QT1nxI8s54v4Lw//CAiLp9mHWAdUdu2gWavLunf+rgvnz59KiIiiwu6brmMYUZGFNYB3+MAtagepM4FKj+BJfpA+9fCnUVMa9DcP1SBzyBK4rXh8M9jqE+1e64Fy+Ec2+J7m3mP783bHNrFQnZR4j4+BAih4CrQjAKognP9upI4kFyAOT4JJ0RE0ugS1ASqMnCmPUA7SyXnafo9fbsOB+r1Whii2HxPc+J7934nIiK3bt6N98mSbbU1S+eUBKsuq7IJowg0SutxUwFBSoDNZqBQY3L8WI0FkOMuBYHz6vWozDpKO48/gqoOmWWpsVYHgGRkAEJNdAle7Kh3ulRVz1NdgDJQDrWEyEUh7Q7HVUFkgRoLvXusVCsixbx+t0Rfv1Orqdfo1g0Fz1zFAM6f/+e/4312kLNuvKODNyfHCpxit6Vt9BS5PlTUiaCreP0GYN0A8kRmBPaLL74QEZH9VwoImsb1Ev37Nejiff311/E+ecB7cwDyRFDU4XFXETGJiJwRxg2KrwjeOpfTfZP01OZCkMglgyhqyqgVwCSbmafiuW38xHVOYV9GCbsHjoLuFFErB7d+jXmP783bHNrFUm/hDceR1ZZRLO0vYwgBPWbqm5MwgVXMdsdVfYd4+1Uw5lgEZPfxI80j+xn3Ll1dAiQ4VC+6eVmVXG/e1jHRxQX1Iq2my3eHIEoohNBLm3AAQz1PkuObSYcXICklMQQTQC0DNHojQ6zI3I6eZQh9vWDIcV8Qd6Zc85+dgHg4JJzNE9dWXR/8AKCBvVea9/fOoaWX1XpJvYyIYuRyT3o9Fvo5FJIraZ6bSrt8dwxSjgyGpahic2lJj9tBP7/dMMNYyMFT8HMZJLUkpVhecdiOMKMRwyEwHCPgY0OoET1+opgLUnKJOD1FEruWoMzEmCYDHEjV4B04JpvDz0pZays95Nd5k+NHpWjmbwlEI4w2OTwzMXRdyQQpvGZVcH5O5ZaYCOIl0jjf+rKuy96edqVaHXefsqffMTWzt5n3+N68zaH5B9+btzm0Cw31OXG3UNVQilNRIq4gd3Ki/TuyorCYsRhQ3tpBFclpzsLfrU2dxe5BKupw4Aog//EHlWa6tqFFpY0lzNQDQAISXkkmXPFqjAm1BEBD5O3rkjsf1Thy/utOTGcw1faahLGdx4/bd1gXFqA44Ueobbrsjp9CcS3gFNhI/9ZAiHnecGEvZ9FXl7Q4dbCtofHOKwWqXKqi5WTSj1JZi2xJpCw5TOMlIU2dDFybimKlSUiMDbK6iOSDy4J38OP3b8X7bO1ACLMPIc0Ew12Gti7sfYbWJGHalOMuoG1VB+OyXdPNTU3h1i/r9R3hHDrgZ2S6uX5lLd5nius3RM91ChaCU/DcNQxHQNyCxnHoOUeYwqT0edIyF4PIMEDaRIAWeQAmE3f+QwKmuA1Zd3GOFUDbx2Jk1VCA7Rl9gbeZ9/jevM2hXajHD+FFLgEYI6Y1tPVU56YP4PHfuXZVREQWwObSBJInyLh9CKg5BJNPtaTtDLbSVpYdR/vNGypCuHldW02DY/U46ekswCZjWGpTKMxFAAJNITJZQetpCO660dgN6YzgifvCOXYUpND6E/N259BJAiCTAmbJhyjg9XqEdhpeerAYjdEuIlfhhFLPprXIilYRgx0TsBCTJYiFxrKBQQcQBM0C8JLCYMkwFml0HrmYV8+bp/pOwONG+LteK0ZVIiIbl9Vjbe1q1LG9C74FcMvdf/htvG2zyShQo5iPf/OJiDiWpmMwzlggGMfgCeChx19b1eLY0REGfEyUkEEhlixG5NqLgUETt6Yp3H95tO8YkZKbgAM3I3OdI4J8AIYa454gx0Q0cZ769cJfhOtJJuHNdxVOLIb1icVNyxz8NvMe35u3ObQL9fgF5JyEFj564sYd+VZfQA5DWeBzDODkME6ZTLrWyhrgl8cYuDg/01bf+rq2q+7e/jjetoLhmxaGT3iUWlW9d3Sib8te23kPDnYQ2jqA/h4lacgkNI7cOY3gLSaIHKZUuEGuZsEmnRC894FGDGUAdRpjgnEgfW0kkXuAsRLUQp035sH5rMvBCYbpg4GHNZX6snpojrCmTLswAY8fYJ0ngZ5vQJlmk7vyMwm/DQOyGum1bEDRqGUYZ/Nola0s689TDNH0+rr+FuDEtapf1nycAJVvv1OG2a2tLREReW7GZhOIygjR5U+qzXDIi+w9IiIvt7Xu0AAbUzokTDmaWScRx2mYz6MuMFCP3G5rBBNhn5QZH59iXfq8HgBDpcrUO3TtYNaCHNMUhqNQx9o72H/jnBaW9JmJxn5Ix5s3b79gF+rxmRO2Gvp2t8MJ1AKjHtoZKqpUOSU8d8Fo25GIo1YFYyqgp4T7Xr16Pd6WadQYldQkKrckUiBIw3ocgkE4ZFHAOQyRT6cJsJm+CbDhG5mjtoQaW48fr0uIKCej6xOBXfYc+fV4aDn98FnIO8n5HiE/5YiyiBvtjAAZDVBTSKc1yiET7fmx4yasr0FRCGCcFEZuc/k3axQcy51EenyyyJLTb4JKd6PlgFpn4IAfwuf0B3ov5LA+i2bclOPOd+9qR4bgnj/+8U8i4uobpYq7J8jXX87pOUQADD1+rIQlxbz+P8k97HfidWQ3pFzR9elFDkZ8TA7+LnkMdZ2Yry+u6bUslx1cvAWoN7c9PdN7m5DsjOEZnALr1MMQUGTuRxGRA5CQ1I2GJMFKVJL6NeY9vjdvc2gX6vF7JX3TjfqAs6aNyqxAjw4vuAjEA5MRquRgJj3tuz51fU3fcFTaPT9Wz/j8pUJ268uOVGPxGirx6L13UDUNMfxQrKgnGE6cx2w2tWYwRY95BIjqAPloMTPLRCsiMkK+lsqBHTUHnv3x7NCLiEgRcNIxvmMDn5eCh6kyxx+cx/sQOzDCPmFRc9U+KvSMgkREjgB1JY1TEQQlD19oNfz7Zwr/JJe7iMjSBvrFiKySCJWG8HCjyOXrwQTwVHx/as+PUPkPAL9errue+QQ1AkZ7j+5r9X3/lY5NX713L952Bey8V+p6nY+OtLK9UoPKT2KWAVhEJI1axBBkKStgLqb2HK/p1rYbXz491ciO3YE0lIWqBb0+yabzuiuALk9B3VYBP38R8GfKGtjrHFX1fNPAoIRj/ZxsWo/73nWnLXgfA1vH6EYQu3CGa5jAB5zuv4r3mSDy8h7fmzdvv2gX6vHjvGgMvnrjKePcejo7vhpF/B0osYzLMY9AkihT9SyjPtBsQDA9ePAg3jaf0jfy3ds6fttGRME3cxK9XOZ3+tmzhCFTEEwUQB3WwcBQaHJ8Vron41lvmPgZ7XL2atPw0hPSNkFHvdXW9RpGJjLCcXhOvZF6srCgXjtlcnBW8VmJH8ELksYJojmSu+w8MvNOIsb6oImih7YEpkl4V44r8+cJvFMfNYpM3mnDrYLPnnnpRx9p/r77Svv5vEdERNaxDb00z5trzH6+3ccSk9ptqdn31Veq2BPfOyJy44bWhFjxj7ERWGv+XcTVotIhiV51vY9PNRI9OtHowdZaxqjHcG0ZoXTQbbHnzPXlteNgEv+fKszEHNj1+bn60T8y7/G9eZtD8w++N29zaP8voX441RDRts4YcgcIdxlmMUKeEvpqgBF98NlT7DAfaqGLrbSDw714W0I4V2rXRESkgnbPACEzw6Qg9SZvf6eDAheANNkgPfO7IQWK23lTU3AS+fkhHe5PBpjXw3iuVzrnhpmqYNE562rYS7hmJdD/Txt+PrZ8CA1uNXXbfkd/Bok3w3d+ZpCcTcd4fbpmDlyQfvF78Ce3ffFSi4djA/Pl7Ph772nhjhyLZKmxYJxRSf/92WefiYjjlvv8889FROTgQMP1tTVTPMT5EtzDsD2G+aJFa9thm2AM4vG5zeHh4cz3EnHXpg22XQ48UdKM0lpMZUREamB7XlmaZch9+vzZzDmKuGtRwn3IdI+p1wD36cSIow4xu98ZeMiuN2/efsEu1OPTM3NIgZ5IRKQP8EdgPKKIewMmwllgjIhIDq24aAAILdhhamitdJvuTUo+/QcPFO75+9/+u34ePDSLV4Y4Jf4bxTj7HbxZUYzJpijkaZRoUIhjNBMC7ss3ti1ocqhiglYfj0sP0MT5LxqPT7hzOq1/Gw71J9tVC8uuOJkDXJXrPEVrLg997F5H95lhsDnUNUyn1EMmcT3o9ayM9ZhAJlwjFit5joTJ9ozMNMdjd3f1enDYpVbT4qQduCkCTs21Y8GLHpMgF9vO4zWjtPbrBTvePyuG6Ydrx2sWKzTBux4dO5nyGOQDQVKeG4+by+rn2yIxt+F5cy1f7WtEet5wnjou+AKyy+/D+yYW6TSinPJalPxrzHt8b97m0BLT1zysN2/e/vXNe3xv3ubQ/IPvzdscmn/wvXmbQ/MPvjdvc2j+wffmbQ7NP/jevM2h+Qffm7c5NP/ge/M2h+YffG/e5tD8g+/N2xyaf/C9eZtD8w++N29zaP7B9+ZtDs0/+N68zaH5B9+btzk0/+B78zaH5h98b97m0PyD783bHJp/8L15m0PzD743b3No/sH35m0OzT/43rzNofkH35u3ObT/AwPfyoSpFEcbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = endpoint + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://upload.wikimedia.org/wikipedia/commons/9/94/Bloodhound_Puppy.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取印刷体文本和手写文本 （学生演练）\n",
    "\n",
    "* 假如我们抓取了1000张网页，出了文本信息我们分析以外，还有每个页面的图片的信息，我们可以用提取图片文本的方式，将图片的信息也抓取下来\n",
    "* 我们进抓取了图片，想知道这些图片的内容是什么，也可以用提取文本的方式进行提取\n",
    "* ...."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python 使用域模型（学生演练）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "327px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
